# memories

id: edf62f2b-8865-47d5-8155-5de7802a45f5
type: fact
source_id: 2e23b1ec-0078-4462-9291-7456b8fddca7
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-openclaw-plugin-tool-exploration,hierarchical-section
created_at: 2026-02-25T14:33:07.100Z
updated_at: 2026-02-25T14:33:07.100Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 97e064f6ca2e43da5e6ef4e3f0b6857e6b038ec34fe21652b04423c06db8b47c
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Key architectural findings from adapter code: - Uses OpenClaw's plugin API pattern: `api.registerTool()` for tools and `api.on()` for lifecycle hooks - All daemon operations route through HTTP to `http://localhost:3850` (configurable) - Session tracking enforces "plugin" runtime path for dedup safety - Read timeout: 5000ms, Write timeout: 10000ms Session incomplete — investigation started but full list of available tools not yet compiled.

normalized_content:
  key architectural findings from adapter code: - uses openclaw's plugin api pattern: `api.registertool()` for tools and `api.on()` for lifecycle hooks - all daemon operations route through http to `http://localhost:3850` (configurable) - session tracking enforces "plugin" runtime path for dedup safety - read timeout: 5000ms, write timeout: 10000ms session incomplete — investigation started but full list of available tools not yet compiled


id: 25fb4e37-02b4-4175-a8ad-ea05c84289b2
type: procedural
source_id: 5e09671b-f32e-4134-9bbe-e74903feecc4
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-portfolio-website-skill-creation,hierarchical-section
created_at: 2026-02-25T14:33:07.145Z
updated_at: 2026-02-25T15:04:53.269Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: c097ccf114fd645894f3c07dc0061bdaa6b1ec078dd9c929016641fcc611828d
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Subagents reviewing oddcore-website extract procedural knowledge, design patterns, component conventions, and best practices

normalized_content:
  subagents reviewing oddcore-website extract procedural knowledge, design patterns, component conventions, and best practices


id: ec86ffbc-6188-4a10-89dc-bffb12367318
type: fact
source_id: c1f52ad0-6784-43d2-b654-8453f5a1b4f6
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-session-start-only-2,hierarchical-section
created_at: 2026-02-25T14:33:07.174Z
updated_at: 2026-02-25T14:33:07.174Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 6a6d8b6b2004dae994dae5e9edc72d98d2138cc99d2aa0a3da1342336f819a66
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The skill loaded its complete Mobile Design System documentation, including mandatory reference reading requirements (mobile-design-thinking.md, touch-psychology.md, mobile-performance.md), the Mobile Feasibility & Risk Index (MFRI) framework, platform-specific considerations, and performance doctrine.

normalized_content:
  the skill loaded its complete mobile design system documentation, including mandatory reference reading requirements (mobile-design-thinking.md, touch-psychology.md, mobile-performance.md), the mobile feasibility & risk index (mfri) framework, platform-specific considerations, and performance doctrine


id: 2cfa03ac-f1b0-4d17-9410-7ae1c0e29c62
type: procedural
source_id: 36c9c6d8-d9fc-4cdb-bb6c-8892ab537a04
source_type: chunk
tags: openclaw,memory-log,2026-02-23,2026-02-23-dashboard-ui-component-standards,hierarchical-section
created_at: 2026-02-25T14:33:07.211Z
updated_at: 2026-02-25T15:07:22.391Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T14:33:44.738Z
content_hash: 3455049691277b450f65856b02c07d737a43d4753fb53f04f2eff3d228ec6fc3
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The component selection guidance specifies that shadcn-svelte alternatives should be preferred over custom implementations

normalized_content:
  the component selection guidance specifies that shadcn-svelte alternatives should be preferred over custom implementations


id: ce42d4e2-99a2-44e9-9b76-73e63666972c
type: fact
source_id: acc552f7-f239-4e06-8815-59421080ba79
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-session-initialization-2,hierarchical-section
created_at: 2026-02-25T14:33:48.998Z
updated_at: 2026-02-25T14:33:48.998Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 88032cf15128678efaeaf2024c74ec1d53729e386e50ee90f9c3cb4911c3835b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Session Initialization Session started at 14:31 UTC in the signetai repository (main branch). User context was loaded from Signet memory system including agent identity, project configuration, and active project status. No code work or decisions were made during this session window.

normalized_content:
  ## session initialization session started at 14:31 utc in the signetai repository (main branch). user context was loaded from signet memory system including agent identity, project configuration, and active project status. no code work or decisions were made during this session window


id: f11b66de-65f6-43ac-80bf-5c92a966e30a
type: fact
source_id: acc552f7-f239-4e06-8815-59421080ba79
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-session-initialization-2,hierarchical-section
created_at: 2026-02-25T14:33:48.998Z
updated_at: 2026-02-25T14:33:48.998Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: aba01981835d5fbbacddb134c9f66d0567bfacea4e2f87752598639eecf86c93
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  This appears to be a session startup event only, with system-reminder context delivered via the SessionStart:startup hook.

normalized_content:
  this appears to be a session startup event only, with system-reminder context delivered via the sessionstart:startup hook


id: b535cb36-8c00-4662-baea-502a3604cb5e
type: fact
source_id: acc552f7-f239-4e06-8815-59421080ba79
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-session-initialization-2,hierarchical-section
created_at: 2026-02-25T14:33:48.998Z
updated_at: 2026-02-25T14:33:48.998Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bceb259ba9b6511814f78affe4a8161dde7fc398b065271992cd23ed34d0e8ee
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Active project status remains unchanged: - Ingest Pipeline Refactoring in progress at packages/core/src/ingest/ - Dashboard development active at packages/cli/dashboard using Svelte 5 + Tailwind v4

normalized_content:
  active project status remains unchanged: - ingest pipeline refactoring in progress at packages/core/src/ingest/ - dashboard development active at packages/cli/dashboard using svelte 5 + tailwind v4


id: c0726853-6850-46a5-a0c5-a359637ce81f
type: decision
source_type: session_end
tags: signetai,architecture,ingest,refactoring
created_at: 2026-02-25T14:36:24.421Z
updated_at: 2026-02-25T14:36:24.421Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 1b9e9d1b-21ad-4156-a9fa-4ece57ab5137
last_accessed: 2026-02-25T15:11:32.427Z
extraction_status: none
content:
  Signetai ingest pipeline refactoring is ongoing at packages/core/src/ingest/; next steps include creating git-utils.ts and chat-utils.ts, refactoring ollama-client.ts to response-parser.ts, and migrating LlmProvider interface from daemon to core


id: 6a01e136-d4f0-409e-acb6-5e66b3591241
type: fact
source_type: session_end
tags: signetai,protonmail,mcp,configuration
created_at: 2026-02-25T14:36:24.421Z
updated_at: 2026-02-25T14:36:24.421Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 1b9e9d1b-21ad-4156-a9fa-4ece57ab5137
last_accessed: 2026-02-25T15:11:32.427Z
extraction_status: none
content:
  Proton Bridge (v3.22.0) is installed and configured with MCP server integration; credentials stored in Signet secrets; uses ports 1143/1025


id: 1d451b53-30fe-465d-b82b-1fd0d0cd43e7
type: rule
source_type: session_end
tags: signetai,configuration,directory-structure
created_at: 2026-02-25T14:36:24.421Z
updated_at: 2026-02-25T14:36:24.421Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 1b9e9d1b-21ad-4156-a9fa-4ece57ab5137
last_accessed: 2026-02-25T14:50:59.188Z
extraction_status: none
content:
  Signet agent profile lives at ~/.agents/ (not ~/.signet/); includes agent.yaml, AGENTS.md, SOUL.md, IDENTITY.md, USER.md, MEMORY.md, and memory/ subdirectory


id: b4ae5757-bcaa-414e-9288-83f9139d8ba7
type: fact
source_id: openclaw:2026-02-25-session-initialization-3:98535c1d03d97663
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-25,2026-02-25-session-initialization-3,hierarchical-section
created_at: 2026-02-25T14:36:24.425Z
updated_at: 2026-02-25T14:36:24.425Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 35fcf7db3623a4cfc8e8072292ec0ca18ec1255ab5436997bd2e544d0c953ead
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Session Initialization This session consisted of a startup hook event for the Signet daemon in the signetai monorepo. No active development work was performed. The session loaded project context, memory artifacts, and identity configuration from `~/.agents/` but did not proceed with any coding tasks or architectural decisions.

normalized_content:
  ## session initialization this session consisted of a startup hook event for the signet daemon in the signetai monorepo. no active development work was performed. the session loaded project context, memory artifacts, and identity configuration from `~/.agents/` but did not proceed with any coding tasks or architectural decisions


id: 67634173-4f1f-45a0-ae7c-2af429d330f9
type: fact
source_id: openclaw:2026-02-25-session-initialization-3:24c1677db593bbb7
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-25,2026-02-25-session-initialization-3,hierarchical-section
created_at: 2026-02-25T14:36:24.461Z
updated_at: 2026-02-25T14:36:24.461Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 120e22d3f1cdc180d656f0a5e032726a40997ed1818418a95edc84f639cf8619
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Active Project Context The session recognized three ongoing work items from previous sessions: 1. Ingest Pipeline Refactoring—extracting common utilities and standardizing LLM provider integration 2. ProtonMail MCP Server Setup—completed, awaiting Claude Code session restart 3. Ingestion Pipeline PR #25 Cherry-Pick—fixes applied, migration script pending No progress was made on any of these fronts during this session.

normalized_content:
  ## active project context the session recognized three ongoing work items from previous sessions: 1. ingest pipeline refactoring—extracting common utilities and standardizing llm provider integration 2. protonmail mcp server setup—completed, awaiting claude code session restart 3. ingestion pipeline pr #25 cherry-pick—fixes applied, migration script pending no progress was made on any of these fronts during this session


id: 4beb4ac7-81a2-431d-9b9d-a31f2805ab0f
type: fact
source_id: edd673ec-fdc4-4790-b5f9-6e4d69c0b335
source_type: chunk
tags: predictor,architecture,rust,memory-pipeline,north-star
created_at: 2026-02-25T15:00:18.318Z
updated_at: 2026-02-25T15:00:18.318Z
updated_by: daemon
vector_clock: {}
who: daemon
why: explicit
last_accessed: 2026-02-27 05:22:53
content_hash: 8ae98834cd9b075cc36be3024dc8c8ff9e83e2d5e8a73ee3aa833877b3741639
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  [predictor,architecture,rust,memory-pipeline,north-star]: Designed the Signet Predictive Memory Scorer - a Rust-based cross-attention model that trains locally on each user's memory-session interactions to predict which memories to surface.

normalized_content:
  [predictor,architecture,rust,memory-pipeline,north-star]: designed the signet predictive memory scorer - a rust-based cross-attention model that trains locally on each user's memory-session interactions to predict which memories to surface


id: 0d3ac915-7cf3-4aff-9e97-5bf8e50d8451
type: procedural
source_id: edd673ec-fdc4-4790-b5f9-6e4d69c0b335
source_type: chunk
tags: predictor,architecture,rust,memory-pipeline,north-star
created_at: 2026-02-25T15:00:18.318Z
updated_at: 2026-02-25T15:22:22.133Z
updated_by: pipeline-v2
vector_clock: {}
who: daemon
why: explicit
last_accessed: 2026-02-25T15:11:32.427Z
content_hash: 2d2e71b6feae4806b8df95913a03fe831c1566c1e45b9ea906d9378ad6e3cb88
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Real-time agent preference signals are captured using unicode characters and JSON tags as the encoding format

normalized_content:
  real-time agent preference signals are captured using unicode characters and json tags as the encoding format


id: 5b49778e-ae07-448c-bf20-ad09fdcd87a1
type: fact
source_id: edd673ec-fdc4-4790-b5f9-6e4d69c0b335
source_type: chunk
tags: predictor,architecture,rust,memory-pipeline,north-star
created_at: 2026-02-25T15:00:18.318Z
updated_at: 2026-02-25T15:00:18.318Z
updated_by: daemon
vector_clock: {}
who: daemon
why: explicit
last_accessed: 2026-02-25T15:11:32.427Z
content_hash: 10238095c8bc5271e1faf9f0b4b06f4911fe1d0b24d0f6b6c8683be43f1666fa
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Plan includes 8 delegated agents with explicit acceptance criteria. ACAN reference cloned to references/acan/, Memory-R1 paper analyzed (no public code). Plan lives at docs/wip/predictive-memory-scorer.md.

normalized_content:
  plan includes 8 delegated agents with explicit acceptance criteria. acan reference cloned to references/acan/, memory-r1 paper analyzed (no public code). plan lives at docs/wip/predictive-memory-scorer.md


id: a94f48d1-ad74-4bc4-bb7c-a32dbc6aa6ad
type: semantic
source_id: edd673ec-fdc4-4790-b5f9-6e4d69c0b335
source_type: chunk
tags: predictor,architecture,rust,memory-pipeline,north-star
created_at: 2026-02-25T15:00:18.318Z
updated_at: 2026-02-25T15:27:43.109Z
updated_by: pipeline-v2
vector_clock: {}
who: daemon
why: explicit
last_accessed: 2026-02-25T15:11:32.427Z
content_hash: 493066eb78de2a8ad250b66f53d7978486d38208a42913edccf2c63292bf1524
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Signet conceptually distinguishes between a tool that remembers (episodic recall of facts) and a mind that persists (continuous agent identity with contextual continuity)

normalized_content:
  signet conceptually distinguishes between a tool that remembers (episodic recall of facts) and a mind that persists (continuous agent identity with contextual continuity)


id: 51d0a8f2-c3b9-453e-bdc7-51043fd81e9a
type: decision
source_type: session_end
tags: architecture,memory-pipeline,north-star
created_at: 2026-02-25T15:02:58.584Z
updated_at: 2026-02-25T15:02:58.584Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references
session_id: 58a3f7cc-c7ca-4ece-a41d-cf6209b36aa2
extraction_status: none
content:
  Signet's core functionality is framed as a memory prediction algorithm that learns to surface optimal recall methods based on context, sentiment, and moment


id: f8fcc721-da56-4f7b-a9e4-6da1bbc780ba
type: decision
source_type: session_end
tags: architecture,rust,memory-pipeline
created_at: 2026-02-25T15:02:58.584Z
updated_at: 2026-02-25T15:02:58.584Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references
session_id: 58a3f7cc-c7ca-4ece-a41d-cf6209b36aa2
extraction_status: none
content:
  The Predictive Memory Scorer involves a Rust-based transformer model trained locally per user with progressive training on that user's memory and session histories


id: e9b63351-1994-4672-b452-b3e4ef6b9f97
type: fact
source_type: session_end
tags: memory-pipeline,architecture
created_at: 2026-02-25T15:02:58.584Z
updated_at: 2026-02-25T15:02:58.584Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references
session_id: 58a3f7cc-c7ca-4ece-a41d-cf6209b36aa2
extraction_status: none
content:
  Memory injection predictions are triggered at two events: session start and on userPromptSubmit hook events


id: 4f2b5264-c639-44b5-8735-7de0d1d4581c
type: learning
source_type: session_end
tags: references,inference,memory-pipeline
created_at: 2026-02-25T15:02:58.584Z
updated_at: 2026-02-25T15:02:58.584Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references
session_id: 58a3f7cc-c7ca-4ece-a41d-cf6209b36aa2
extraction_status: none
content:
  MicroGPT reference at @references/microgpt contains inference pipeline patterns applicable to the Predictive Memory Scorer design


id: c3e5c92d-ab8f-46de-81f6-a2af3179e7c2
type: decision
source_type: session_end
tags: north-star,memory-pipeline,vision
created_at: 2026-02-25T15:02:58.584Z
updated_at: 2026-02-25T15:02:58.584Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references
session_id: 58a3f7cc-c7ca-4ece-a41d-cf6209b36aa2
extraction_status: none
content:
  The Predictive Memory Scorer is positioned as Signet's north star feature—the difference between a tool that remembers and a mind that persists


id: 751bf9ac-a028-4e2c-a6b9-4f5afb2926a1
type: fact
source_id: e0950f3d-1a59-4df8-91fe-72b30cec394c
source_type: chunk
created_at: 2026-02-25T15:02:58.602Z
updated_at: 2026-02-25T15:02:58.602Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: aa042c7734d483eaa30eb9c3bc50513083db6affea5bf5c7b44893267f4e5f45
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Predictive Memory Scorer Vision Discussion Nicholai discussed the conceptual architecture of Signet's core mechanism: a memory prediction algorithm that learns to surface the most relevant memories based on context, sentiment, and moment.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-vision-discussion,hierarchical-section

normalized_content:
  ## predictive memory scorer vision discussion nicholai discussed the conceptual architecture of signet's core mechanism: a memory prediction algorithm that learns to surface the most relevant memories based on context, sentiment, and moment


id: 6f6af659-333c-4417-b165-d65d5c7847e7
type: fact
source_id: e0950f3d-1a59-4df8-91fe-72b30cec394c
source_type: chunk
created_at: 2026-02-25T15:02:58.602Z
updated_at: 2026-02-25T15:02:58.602Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 5e84b0340bc925611252bb40aef4a9a25f2bfffd132b48f73c223143998192d0
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The conversation framed Signet not as a static memory system but as an inference engine that predicts optimal recall strategies. Key proposal: implement a Rust-based transformer model trained locally and unique per user.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-vision-discussion,hierarchical-section

normalized_content:
  the conversation framed signet not as a static memory system but as an inference engine that predicts optimal recall strategies. key proposal: implement a rust-based transformer model trained locally and unique per user


id: 43cacb81-afc2-4503-aadd-8e9d37e6861b
type: fact
source_id: e0950f3d-1a59-4df8-91fe-72b30cec394c
source_type: chunk
created_at: 2026-02-25T15:02:58.602Z
updated_at: 2026-02-25T15:02:58.602Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 87998b339316239d7e1ca27b419f68f1cde4fcb5ed892b6caf8ed2709e9fb37b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  This model would train progressively on accumulated memories and session histories, making real-time memory injection predictions at two critical moments: session start and on user prompt submit events. The inference pipeline pattern from MicroGPT was referenced as a potential design guide.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-vision-discussion,hierarchical-section

normalized_content:
  this model would train progressively on accumulated memories and session histories, making real-time memory injection predictions at two critical moments: session start and on user prompt submit events. the inference pipeline pattern from microgpt was referenced as a potential design guide


id: 81fe60e7-6184-44a7-8c11-7007519bcd82
type: fact
source_id: e0950f3d-1a59-4df8-91fe-72b30cec394c
source_type: chunk
created_at: 2026-02-25T15:02:58.602Z
updated_at: 2026-02-25T15:02:58.602Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 9d31b19b46e76aa797f26deb37636e3608079f28fc01198438d008439d3f364f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The vision positions this as Signet's north star feature—the difference between a tool that remembers and a mind that persists.

tags:
[cell repeats an earlier one in this file: 105 characters]

normalized_content:
  the vision positions this as signet's north star feature—the difference between a tool that remembers and a mind that persists


id: e709db27-aef4-45c1-9981-af8af0c58fff
type: preference
source_id: 6f28c8b8-8254-4fa4-a569-222ceca3215f
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-bug-hunt-session-initiated,hierarchical-section
created_at: 2026-02-25T15:03:23.924Z
updated_at: 2026-02-25T15:28:45.754Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 16510afcf72e5c809ca530469e1b4886afccfc0bdc08a63bf519d6190db9eded
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Bug fixes in the signetai codebase should prioritize issues that break functionality over non-critical or cosmetic issues

normalized_content:
  bug fixes in the signetai codebase should prioritize issues that break functionality over non-critical or cosmetic issues


id: 147826fa-e0ea-4410-b029-53e06172aaae
type: decision
source_id: 5b7167dc-b9d6-4c03-bf39-f45d40b67a14
source_type: chunk
created_at: 2026-02-25T15:03:23.988Z
updated_at: 2026-02-25T15:30:01.988Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 69b1c68a0e7a34e065c6f220ebf5950e1b14fd83b930c1e9e15091522d8c6fce
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Signet implements unified search that combines skills.sh API search with client-side filtering of a cached ClawHub catalog

tags:
[cell repeats an earlier one in this file: 110 characters]

normalized_content:
  signet implements unified search that combines skills.sh api search with client-side filtering of a cached clawhub catalog


id: 4b4daedf-3d1e-4012-a8d5-14b5a90cdfad
type: fact
source_id: 66b3f2da-3e98-4bdf-ab2e-716ab43e5319
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-navigation-redesign-discovery,hierarchical-section
created_at: 2026-02-25T15:03:24.007Z
updated_at: 2026-02-25T15:03:24.007Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 65bb497f8af3bc4eae175bfd373eeb52fdee9f3e737786284b0b5d12d23955d8
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The assistant began the session by launching an Explore agent to understand the current navigation structure, site architecture, tech stack, and existing design aesthetic before proposing a redesign. The session focused on discovery and context-gathering rather than implementation.

normalized_content:
  the assistant began the session by launching an explore agent to understand the current navigation structure, site architecture, tech stack, and existing design aesthetic before proposing a redesign. the session focused on discovery and context-gathering rather than implementation


id: b28ceb05-4bb9-4bc3-8dab-a7d4555d6402
type: decision
source_id: 14230bed-7372-473e-9f9e-08300256e7cb
source_type: chunk
created_at: 2026-02-25T15:03:24.049Z
updated_at: 2026-02-25T15:32:24.401Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 752805cdd23a169931802d425aea455a32207bb178d4516bae619f59a3c9b3bc
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The GitHub Actions release workflow (.github/workflows/release.yml) was modified to automatically generate a CHANGELOG.md file during the CI release process using scripts/changelog.ts

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  the github actions release workflow (.github/workflows/release.yml) was modified to automatically generate a changelog.md file during the ci release process using scripts/changelog.ts


id: db7d4cf2-4c58-44e3-a5a3-3cde59d89233
type: fact
source_id: 656d1bbd-df68-45d4-833d-1ed762031278
source_type: chunk
created_at: 2026-02-25T15:03:24.067Z
updated_at: 2026-02-25T15:33:26.824Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 6c503ff4681bade3ed8911b6909d8f7068d75d084ac182155ceae553b2daf6cb
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Steam provides API endpoints that expose game metadata beyond simple store pages (version numbers, release dates, update status, player counts)

tags:
[cell repeats an earlier one in this file: 108 characters]

normalized_content:
  steam provides api endpoints that expose game metadata beyond simple store pages (version numbers, release dates, update status, player counts)


id: c5bbd75c-036b-4c94-b6e2-e60167e75c88
type: fact
source_id: 9e147645-af49-42d6-973d-c4dec0f7a7cc
source_type: chunk
created_at: 2026-02-25T15:03:24.135Z
updated_at: 2026-02-25T15:03:24.135Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bf85701d62e386be6e93fc5942a844f2cfde1d01b7b1ebf7fb24e18e23f73f99
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Assistant began comprehensive codebase exploration to map: - Schema coupling (core vs construction-specific tables) - Server actions separation - Component organization - Library modules - Agent tools categorization - Route structure - Environment configuration Exploration agent was queued to analyze the Compass codebase structure before planning the refactoring strategy.

tags:
[cell repeats an earlier one in this file: 104 characters]

normalized_content:
  assistant began comprehensive codebase exploration to map: - schema coupling (core vs construction-specific tables) - server actions separation - component organization - library modules - agent tools categorization - route structure - environment configuration exploration agent was queued to analyze the compass codebase structure before planning the refactoring strategy


id: bff6bd87-3b3c-4e28-b686-14959395c208
type: rationale
source_id: 37708227-3c32-4458-88e6-9c9ea1075e2b
source_type: chunk
created_at: 2026-02-25T15:03:24.174Z
updated_at: 2026-02-25T15:37:32.166Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 1c5ddb39e75ce97df47a145f944983c131e09e81898ae0648e4706b5a66f087e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The two-phase repair approach uses SQL GROUP BY for phase 1 because it is computationally cheap, while phase 2 semantic clustering via KNN is optional to allow for more expensive ML-based refinement when needed

tags:
[cell repeats an earlier one in this file: 100 characters]

normalized_content:
  the two-phase repair approach uses sql group by for phase 1 because it is computationally cheap, while phase 2 semantic clustering via knn is optional to allow for more expensive ml-based refinement when needed


id: 109914c1-c762-4335-968f-302169de4d4f
type: fact
source_id: 37708227-3c32-4458-88e6-9c9ea1075e2b
source_type: chunk
created_at: 2026-02-25T15:03:24.174Z
updated_at: 2026-02-25T15:03:24.174Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 7d04439cd3a4a42bd45c3ad0f02977b7cac1ace515bf2f7df86feffb31a8d6e0
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Keeper selection uses a weighted scoring algorithm (importance × 3, normalized access/update counts, recency tiebreaker) with special protection for pinned and manually-overridden memories. Tag merging combines comma-separated strings, and all changes are soft-deletes with full audit trails.

tags:
[cell repeats an earlier one in this file: 100 characters]

normalized_content:
  keeper selection uses a weighted scoring algorithm (importance × 3, normalized access/update counts, recency tiebreaker) with special protection for pinned and manually-overridden memories. tag merging combines comma-separated strings, and all changes are soft-deletes with full audit trails


id: 0d36df54-e590-4362-ab75-bbcb0ac6cb9b
type: decision
source_type: session_end
tags: signet,hooks,scheduler,extraction,recursion
created_at: 2026-02-25T15:13:46.126Z
updated_at: 2026-02-25T15:13:46.126Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 771005e3-ca5e-48aa-8296-e672a56b7df1
extraction_status: none
content:
  Signet daemon scheduler prevents recursive extraction loops using a SIGNET_NO_HOOKS=1 sentinel environment variable checked at four layers: CLI preAction hook, scheduler spawn.ts, ClaudeCodeProvider, and daemon HTTP guard with x-signet-no-hooks header


id: 428c21a2-2044-494d-b8b3-bdf4d3c59a38
type: fact
source_type: session_end
tags: cli,hooks,preAction,exit-code
created_at: 2026-02-25T15:13:46.126Z
updated_at: 2026-02-25T15:13:46.126Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 771005e3-ca5e-48aa-8296-e672a56b7df1
extraction_status: none
content:
  CLI hook command (packages/cli/src/cli.ts) uses preAction hook pattern to exit code 0 silently when SIGNET_NO_HOOKS=1 is set, suppressing all hook subcommands in spawned contexts


id: a2f07ac4-6be9-4b8b-b8db-7caba107e64d
type: fact
source_type: session_end
tags: scheduler,spawn,env-injection
created_at: 2026-02-25T15:13:46.126Z
updated_at: 2026-02-25T15:13:46.126Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 771005e3-ca5e-48aa-8296-e672a56b7df1
extraction_status: none
content:
  Scheduler spawn.ts injects SIGNET_NO_HOOKS=1 into child process environment using destructuring pattern const { SIGNET_NO_HOOKS: _, ...baseEnv } = process.env


id: b8b9e8e8-3618-4e87-9f5b-bbc6fe2eab2b
type: fact
source_type: session_end
tags: provider,ClaudeCodeProvider,env-stripping
created_at: 2026-02-25T15:13:46.126Z
updated_at: 2026-02-25T15:13:46.126Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 771005e3-ca5e-48aa-8296-e672a56b7df1
extraction_status: none
content:
  ClaudeCodeProvider (packages/daemon/src/pipeline/provider.ts) strips both CLAUDECODE and SIGNET_NO_HOOKS from parent env, then injects SIGNET_NO_HOOKS=1 alongside NO_COLOR=1 in child spawn


id: beb3395b-87df-49ce-84a6-046dbc9e2b73
type: fact
source_type: session_end
tags: daemon,http,hooks,guard
created_at: 2026-02-25T15:13:46.126Z
updated_at: 2026-02-25T15:13:46.126Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 771005e3-ca5e-48aa-8296-e672a56b7df1
extraction_status: none
content:
  Daemon HTTP guard uses isInternalCall() helper checking x-signet-no-hooks header, early-returning empty responses from three hook routes: session-start, user-prompt-submit, session-end


id: 37473cdc-06ef-4139-8d06-289cc05eb9d6
type: rationale
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:43:02.638Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: a1a7e83dd53dffd9dd4aca3716af8554e50ad31e4c56ec58cd036d1eb8f20ef2
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The sentinel-based hook guard prevents recursive extraction loops by suppressing hooks in spawned contexts where they would otherwise re-trigger extraction

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-recursive-extraction-loop-prevention-implementatio,hierarchical-section

normalized_content:
  the sentinel-based hook guard prevents recursive extraction loops by suppressing hooks in spawned contexts where they would otherwise re-trigger extraction


id: d460c2ce-184b-41aa-9884-a3d6e1bb173e
type: fact
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:13:46.133Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 769974d8d391cd7bd3ce9a33e5bc8e307dbc125ea421210d4127f2315f945868
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The scheduler spawns full Claude Code/OpenCode agent sessions that inherit the environment, which fire Signet's session-start/end hooks, triggering summary jobs and memory extraction—creating a potentially infinite, expensive loop.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-recursive-extraction-loop-prevention-implementatio,hierarchical-section

normalized_content:
  the scheduler spawns full claude code/opencode agent sessions that inherit the environment, which fire signet's session-start/end hooks, triggering summary jobs and memory extraction—creating a potentially infinite, expensive loop


id: f9775209-dcd2-409d-b168-d98b581e4fdf
type: fact
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:13:46.133Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: debf24edcf486bcfa2634e1338141c9ea451b9ae322b6024f88503610fc1db01
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The solution uses a `SIGNET_NO_HOOKS=1` sentinel environment variable checked at four distinct layers: 1.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-recursive-extraction-loop-prevention-implementatio,hierarchical-section

normalized_content:
  the solution uses a `signet_no_hooks=1` sentinel environment variable checked at four distinct layers: 1


id: 3db0f089-46bf-4089-8cc0-da7cb2c18adc
type: fact
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:13:46.133Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: e24763da1dec9ffa16e72321c7485d885f146985ac5003ecda12bc4dfb7577c1
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **CLI Hook Guard** (`packages/cli/src/cli.ts`): Added a `preAction` hook on the `hookCmd` that exits silently (exit code 0) when the sentinel is set, preventing all hook subcommands from firing in spawned contexts. 2.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  **cli hook guard** (`packages/cli/src/cli.ts`): added a `preaction` hook on the `hookcmd` that exits silently (exit code 0) when the sentinel is set, preventing all hook subcommands from firing in spawned contexts. 2


id: 8a929ca7-9ea8-4262-9520-f1c0fed7fdd9
type: fact
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:13:46.133Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: e8c1313d5f25e33981788604fe7fa8fd4083a146a903440f55c6df4237b37abf
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Scheduler Spawn** (`packages/daemon/src/scheduler/spawn.ts`): Injects `SIGNET_NO_HOOKS: "1"` into the child process environment when spawning agents, ensuring spawned processes inherit the sentinel. 3.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  **scheduler spawn** (`packages/daemon/src/scheduler/spawn.ts`): injects `signet_no_hooks: "1"` into the child process environment when spawning agents, ensuring spawned processes inherit the sentinel. 3


id: cd9a5f27-6c58-48ca-9594-9a7754c46b2e
type: fact
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:13:46.133Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: e8654b5533419e3d6918a5154e5e083cbc117b0e9d93f29032e08f688888bd90
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Pipeline Provider** (`packages/daemon/src/pipeline/provider.ts`): Adds `SIGNET_NO_HOOKS: "1"` to the ClaudeCodeProvider's child environment alongside existing `CLAUDECODE` stripping as belt-and-suspenders defense. 4.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  **pipeline provider** (`packages/daemon/src/pipeline/provider.ts`): adds `signet_no_hooks: "1"` to the claudecodeprovider's child environment alongside existing `claudecode` stripping as belt-and-suspenders defense. 4


id: b1a34daa-b416-47ab-ace0-2ec50464a357
type: fact
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:13:46.133Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 990b76b22087f7c47a25f9838c385805b83b45651f438d123cf1f6af71c2ca48
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Daemon HTTP Guard** (`packages/daemon/src/daemon.ts`): Added an `isInternalCall()` helper that checks for `x-signet-no-hooks: 1` header, with early returns on hook routes (`/api/hooks/session-start`, `/api/hooks/user-prompt-submit`, `/api/hooks/session-end`) to guard against direct HTTP API calls bypassing the CLI.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  **daemon http guard** (`packages/daemon/src/daemon.ts`): added an `isinternalcall()` helper that checks for `x-signet-no-hooks: 1` header, with early returns on hook routes (`/api/hooks/session-start`, `/api/hooks/user-prompt-submit`, `/api/hooks/session-end`) to guard against direct http api calls bypassing the cli


id: 9f8752ed-f260-4599-822a-ec97f86506b3
type: fact
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:13:46.133Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 8ebfb331db4d3821bebe0850cd1b5d599aedfdd317d084e62020d8e18ea871bd
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The implementation is non-breaking: normal user sessions are unaffected (env var not set), existing safe code paths remain unchanged, and no schema/API changes are introduced.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  the implementation is non-breaking: normal user sessions are unaffected (env var not set), existing safe code paths remain unchanged, and no schema/api changes are introduced


id: 8e5ccd65-f3e6-4c0c-a955-90f624c6531b
type: fact
source_id: ce6b68fc-1f05-4427-a65d-b232da9f6ba0
source_type: chunk
created_at: 2026-02-25T15:13:46.133Z
updated_at: 2026-02-25T15:13:46.133Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 0b84ed520b21e3309268f87cdadb2aa653dfa68006fa387f967c6f29720a65d7
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Verification includes build/typecheck/test validation plus manual testing of the hook suppression behavior and daemon logging.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  verification includes build/typecheck/test validation plus manual testing of the hook suppression behavior and daemon logging


id: c49ccd0c-ffb6-4100-93b5-909d3946a003
type: issue
source_type: session_end
tags: vision,predictor,documentation
created_at: 2026-02-25T15:14:52.546Z
updated_at: 2026-02-25T15:14:52.546Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 39f26731-4d40-4289-8f0e-13baaadb0dd5
extraction_status: none
content:
  VISION.md was missing the concept of learned, adaptive memory retrieval that improves over time based on per-user interaction patterns


id: a44aee02-dd7e-426e-b987-590956446b7f
type: fact
source_type: session_end
tags: predictor,architecture,learning
created_at: 2026-02-25T15:14:52.546Z
updated_at: 2026-02-25T15:14:52.546Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 39f26731-4d40-4289-8f0e-13baaadb0dd5
extraction_status: none
content:
  The predictive-memory-scorer proposes a per-user trained model running locally (no cloud) that learns which memories are relevant based on session outcomes and temporal patterns


id: 2af6e185-0e6d-410c-b1ff-6acfe99b894c
type: decision
source_type: session_end
tags: vision,documentation
created_at: 2026-02-25T15:14:52.546Z
updated_at: 2026-02-25T15:14:52.546Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 39f26731-4d40-4289-8f0e-13baaadb0dd5
extraction_status: none
content:
  Added text to VISION.md emphasizing that Signet learns what to remember through locally-trained models unique to each user, with no shared weights or cloud infrastructure


id: 72aec19a-10b9-491b-9e61-ac9d4a80bd67
type: semantic
source_id: 00e404aa-88dd-4445-8e98-ec9f1f17a222
source_type: chunk
created_at: 2026-02-25T15:14:52.551Z
updated_at: 2026-02-25T15:49:46.443Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: e693784e20bbd7cdb4412585dd99ace6e93b4f89c59e5cd6f3497f87dd1e738a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  There is uncertainty about the appropriate document hierarchy and concept promotion process between high-level vision (VISION.md) and detailed technical plans (predictive-memory-scorer.md)

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-vision-md-gap-analysis-and-enhancement,hierarchical-section

normalized_content:
  there is uncertainty about the appropriate document hierarchy and concept promotion process between high-level vision (vision.md) and detailed technical plans (predictive-memory-scorer.md)


id: 283b2f70-043a-4b72-860e-182ad56cd122
type: learning
source_id: 00e404aa-88dd-4445-8e98-ec9f1f17a222
source_type: chunk
created_at: 2026-02-25T15:14:52.551Z
updated_at: 2026-02-25T15:14:52.551Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 50bebecc8ef7f89fa1293bbc58510b02ba9e45ceff39f1228a66dad7af6f8154
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  After reviewing both documents, Claude identified one significant conceptual gap: **learned adaptation**.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-vision-md-gap-analysis-and-enhancement,hierarchical-section

normalized_content:
  after reviewing both documents, claude identified one significant conceptual gap: **learned adaptation**


id: 6f949a22-2af2-4828-81a6-e906f6fc95d0
type: fact
source_id: 00e404aa-88dd-4445-8e98-ec9f1f17a222
source_type: chunk
created_at: 2026-02-25T15:14:52.551Z
updated_at: 2026-02-25T15:14:52.551Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 182844be002220c3cdb9276818ac51d9e43399b5ac4d69461687074302f198c5
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  VISION.md discusses memory and coherence as static capabilities—"Signet gives agents coherence" and "a mind that persists"—but doesn't explain that the system improves over time by learning from interaction patterns.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-vision-md-gap-analysis-and-enhancement,hierarchical-section

normalized_content:
  vision.md discusses memory and coherence as static capabilities—"signet gives agents coherence" and "a mind that persists"—but doesn't explain that the system improves over time by learning from interaction patterns


id: c65f5d0c-386c-4320-b4c3-bdc085c587d4
type: decision
source_id: 00e404aa-88dd-4445-8e98-ec9f1f17a222
source_type: chunk
created_at: 2026-02-25T15:14:52.551Z
updated_at: 2026-02-26T07:10:24.531Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 9beca3bdbe6a72501845c6034350adfcb1b3a12691e27ae00611cfc2dc64fdca
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Signet's personalization operates entirely locally without cloud storage or remote data transmission

tags:
[cell repeats an earlier one in this file: 101 characters]

normalized_content:
  signet's personalization operates entirely locally without cloud storage or remote data transmission


id: 53824992-9cec-4a2e-a64d-107e48294e52
type: procedural
source_id: 00e404aa-88dd-4445-8e98-ec9f1f17a222
source_type: chunk
created_at: 2026-02-25T15:14:52.551Z
updated_at: 2026-02-25T15:54:45.503Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: cdda62fc08408222bb8b2830012431d1891e56dc92d742645ff1495bd53408fe
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The user-specific ML model in Signet improves in quality and sharpness the longer the system is used by that user

tags:
[cell repeats an earlier one in this file: 101 characters]

normalized_content:
  the user-specific ml model in signet improves in quality and sharpness the longer the system is used by that user


id: fa08b18e-05cc-4f17-8143-6f8253efbba5
type: semantic
source_id: 00e404aa-88dd-4445-8e98-ec9f1f17a222
source_type: chunk
created_at: 2026-02-25T15:14:52.551Z
updated_at: 2026-02-25T15:56:06.570Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 47fc600baa53352db4ecc5a2440d588ec23588c1f3e48fb291b146dc98ac20ef
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The decentralization thesis is a core philosophy documented in VISION.md that guides Signetai development decisions

tags:
[cell repeats an earlier one in this file: 101 characters]

normalized_content:
  the decentralization thesis is a core philosophy documented in vision.md that guides signetai development decisions


id: 1d65c1ff-20da-4715-bcd6-184f2dac9da7
type: semantic
source_id: f11b66de-65f6-43ac-80bf-5c92a966e30a
source_type: pipeline-v2
created_at: 2026-02-25T15:15:58.591Z
updated_at: 2026-03-01T11:13:05.668Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
content_hash: 908a523c4225ea57f2875d0458468cf48ebe4321ac859bb8fd6aa7c4205b963d
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Signetai is the reference implementation of Signet, an open standard for portable AI agent identity, organized as a monorepo with packages for core library, CLI, daemon, SDK, and platform-specific connectors

normalized_content:
  signetai is the reference implementation of signet, an open standard for portable ai agent identity, organized as a monorepo with packages for core library, cli, daemon, sdk, and platform-specific connectors


id: 4977fe0c-164d-4e63-8acf-8aafce5da87b
type: procedural
source_id: f11b66de-65f6-43ac-80bf-5c92a966e30a
source_type: pipeline-v2
created_at: 2026-02-25T15:15:58.594Z
updated_at: 2026-03-01T11:13:05.669Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
content_hash: dd293679944387a779076436fc304d213b4c686522f4aab7aeb9f3d1fe268f8a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  All user data lives at ~/.agents/ with subdirectories: agent.yaml (config), AGENTS.md (identity/instructions), SOUL.md (personality), IDENTITY.md (metadata), USER.md (preferences), MEMORY.md (working memory), memory/ (SQLite database), skills/, .secrets/, .daemon/logs/

normalized_content:
  all user data lives at ~/.agents/ with subdirectories: agent.yaml (config), agents.md (identity/instructions), soul.md (personality), identity.md (metadata), user.md (preferences), memory.md (working memory), memory/ (sqlite database), skills/, .secrets/, .daemon/logs/


id: 2ec3c3b7-2a0e-492f-b314-7ca36aa47c0b
type: decision
source_id: f11b66de-65f6-43ac-80bf-5c92a966e30a
source_type: pipeline-v2
created_at: 2026-02-25T15:15:58.594Z
updated_at: 2026-03-01T11:13:05.669Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
content_hash: 40720c321e824727cab493d49e2673613902e2091bcccb62baa054914ba70983
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The signetai monorepo uses Bun as the package manager and Biome for linting/formatting (no biome.json file - uses defaults)

normalized_content:
  the signetai monorepo uses bun as the package manager and biome for linting/formatting (no biome.json file - uses defaults)


id: 0bc80ab8-1384-45a3-a234-1b80e5bec5cd
type: fact
source_id: f11b66de-65f6-43ac-80bf-5c92a966e30a
source_type: pipeline-v2
created_at: 2026-02-25T15:15:58.595Z
updated_at: 2026-02-25T15:15:58.595Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
content_hash: 0f7253fefa80122c082f0586df2333f4b78b10df1b03feb3703142b2a024920e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Signet memory extraction pipeline at packages/daemon/src/pipeline/ uses Ollama with model qwen3:4b by default

normalized_content:
  signet memory extraction pipeline at packages/daemon/src/pipeline/ uses ollama with model qwen3:4b by default


id: c1632fbe-5b58-44a2-9a04-5e797974cef6
type: procedural
source_id: f11b66de-65f6-43ac-80bf-5c92a966e30a
source_type: pipeline-v2
created_at: 2026-02-25T15:15:58.597Z
updated_at: 2026-03-01T11:13:05.670Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-25T15:35:53.440Z
content_hash: b7e9442a687358c8bfd44abfd8a4a379df6b76e19b8c0006596c541e04486126
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Build sequence must be ordered: build:core → build:connector-base → build:deps (parallel) → build:signetai; building packages out of order causes dependency errors

normalized_content:
  build sequence must be ordered: build:core → build:connector-base → build:deps (parallel) → build:signetai; building packages out of order causes dependency errors


id: 42829efe-4745-407f-ba42-6e8ea8613bbc
type: procedural
source_id: 67634173-4f1f-45a0-ae7c-2af429d330f9
source_type: pipeline-v2
created_at: 2026-02-25T15:19:08.422Z
updated_at: 2026-02-25T15:19:08.422Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-25T15:35:53.440Z
content_hash: 5d4b19e0ea93969164d997519d327ea25057395b9beb2afa4549d7de87959d56
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Ingestion Pipeline PR #25 cherry-pick has had fixes applied to chat parsers, database interfaces, and PDF/Slack parsers, with a migration script pending creation and testing

normalized_content:
  ingestion pipeline pr #25 cherry-pick has had fixes applied to chat parsers, database interfaces, and pdf/slack parsers, with a migration script pending creation and testing


id: 990e102e-aa10-4cf2-8e68-021eb7bc79a2
type: fact
source_type: session_end
tags: cli,refactoring,size
created_at: 2026-02-25T15:28:00.016Z
updated_at: 2026-02-25T15:28:00.016Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2250dcbd-d244-4466-be52-a090adb0cf71
last_accessed: 2026-02-25T15:54:24.081Z
extraction_status: none
content:
  packages/cli/src/cli.ts is approximately 4600 lines of code and is a known candidate for refactoring or decomposition


id: b7a189a4-81a3-40e5-81a4-e62c6f76b4ef
type: rule
source_type: session_end
tags: typescript,conventions,rules
created_at: 2026-02-25T15:28:00.016Z
updated_at: 2026-02-25T15:28:00.016Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2250dcbd-d244-4466-be52-a090adb0cf71
last_accessed: 2026-03-03T09:47:21.437Z
extraction_status: none
content:
  The signetai codebase enforces TypeScript discipline rules per CLAUDE.md: no `any` types (use `unknown`), no `as` assertions (fix types instead), no `!` non-null assertions (check explicitly)


id: 4d2dfbf3-2fd3-4479-9677-21ced4608a63
type: fact
source_type: session_end
tags: daemon,hooks,refactoring
created_at: 2026-02-25T15:28:00.016Z
updated_at: 2026-02-25T15:28:00.016Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2250dcbd-d244-4466-be52-a090adb0cf71
last_accessed: 2026-02-25T15:54:24.081Z
extraction_status: none
content:
  packages/daemon/src/hooks.ts was flagged as currently modified and is a target for refactoring analysis to understand its scope and concerns


id: 743c9ae4-5e9c-4d91-ac97-12513cccd895
type: decision
source_type: session_end
tags: refactoring,exploration,targets
created_at: 2026-02-25T15:28:00.016Z
updated_at: 2026-02-25T15:28:00.016Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2250dcbd-d244-4466-be52-a090adb0cf71
extraction_status: none
content:
  Key refactoring target areas identified: packages/daemon/src/ (especially daemon.ts and pipeline/), packages/cli/src/, and packages/core/src/


id: 60847383-6490-4667-9374-e11dd78630ee
type: preference
source_id: openclaw:2026-02-25-refactoring-exploration-initiative:12db9809ecca2f53
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-25,2026-02-25-refactoring-exploration-initiative,hierarchical-section
created_at: 2026-02-25T15:28:00.021Z
updated_at: 2026-02-25T15:57:23.608Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 2cf87d2e373e2be108592b6fd8463af2ee4795872892c25f9943c0ceb5fe074f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Parallel exploration is the preferred approach for scoping refactoring work rather than diving directly into implementation

normalized_content:
  parallel exploration is the preferred approach for scoping refactoring work rather than diving directly into implementation


id: f68b7877-1e58-49fc-b488-aeab05340bfd
type: fact
source_id: cf299c1a-2649-4522-8ef4-8248711d9e2b
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-refactoring-exploration-initiative,hierarchical-section
created_at: 2026-02-25T15:28:00.054Z
updated_at: 2026-02-25T15:28:00.054Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 4f48dc722233549a5a0cd9149f494e2e07cd5c5458dbb06c8945b3ac87e021ce
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Exploration Scope First agent tasked with finding large files and mixed concerns across the codebase: - Files over 500 LOC (packages/cli/src/cli.ts known to be ~4600 LOC) - Mixed concerns and code smell detection - Specific focus on packages/daemon/src/, packages/core/src/, and packages/cli/src/

normalized_content:
  ## exploration scope first agent tasked with finding large files and mixed concerns across the codebase: - files over 500 loc (packages/cli/src/cli.ts known to be ~4600 loc) - mixed concerns and code smell detection - specific focus on packages/daemon/src/, packages/core/src/, and packages/cli/src/


id: 68063194-c3be-45bb-9b4f-ab01589ef216
type: procedural
source_id: cf299c1a-2649-4522-8ef4-8248711d9e2b
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-refactoring-exploration-initiative,hierarchical-section
created_at: 2026-02-25T15:28:00.054Z
updated_at: 2026-02-25T16:00:24.040Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-03-03T09:00:17.853Z
content_hash: 6d4e15775e12e7211e4b3c0d77b650dec0c9c9a7d1011ef2d88798d2c662fb47
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The code review/linting agent scans for `as` type assertions, `any` types, and `!` non-null assertions as part of TypeScript discipline validation

normalized_content:
  the code review/linting agent scans for `as` type assertions, `any` types, and `!` non-null assertions as part of typescript discipline validation


id: 4ec63b7b-6559-45b3-ad9d-6cd974ca4dd8
type: fact
source_id: cf299c1a-2649-4522-8ef4-8248711d9e2b
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-refactoring-exploration-initiative,hierarchical-section
created_at: 2026-02-25T15:28:00.054Z
updated_at: 2026-02-25T15:28:00.054Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: d59ed1f9bef7bc705975f1801020bbb99cdc4a6cd78b3aba2c20a0c79d3410cf
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  entifying duplicated logic patterns (fetch calls, error handling, database queries) - Examining packages/daemon/src/hooks.ts which was marked as currently modified

normalized_content:
  entifying duplicated logic patterns (fetch calls, error handling, database queries) - examining packages/daemon/src/hooks.ts which was marked as currently modified


id: 2ca59459-1cb3-4144-93dc-ea8522373ac0
type: fact
source_id: openclaw:2026-02-25-refactoring-exploration-initiative:fc34eb85aea3f528
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-25,2026-02-25-refactoring-exploration-initiative,hierarchical-section
created_at: 2026-02-25T15:28:00.091Z
updated_at: 2026-02-25T15:28:00.091Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b1e35a228c58fcef35e30a37784ec1455d9dd94fd01f23658f8938f359574012
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Status Exploration agents were dispatched and awaiting results. No refactoring actions taken yet—this session was focused on reconnaissance and prioritization.

normalized_content:
  ## status exploration agents were dispatched and awaiting results. no refactoring actions taken yet—this session was focused on reconnaissance and prioritization


id: 47858ee7-24a3-4fa7-b0af-f1c028ba943d
type: fact
source_type: session_end
tags: dashboard,framework,architecture
created_at: 2026-02-25T15:28:48.572Z
updated_at: 2026-02-25T15:28:48.572Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 60305782-1227-414a-80c5-516ba8a18fb9
last_accessed: 2026-03-01T22:29:00.293Z
extraction_status: none
content:
  Dashboard architecture uses Svelte 5 + Tailwind v4 + bits-ui + CodeMirror 6 + 3d-force-graph, located at packages/cli/dashboard/


id: dbeba366-a838-4564-8512-9d80ff791314
type: rule
source_type: session_end
tags: dashboard,rule,components
created_at: 2026-02-25T15:28:48.572Z
updated_at: 2026-02-25T15:28:48.572Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 60305782-1227-414a-80c5-516ba8a18fb9
last_accessed: 2026-02-25T15:54:24.081Z
extraction_status: none
content:
  All dashboard UI components must use shadcn-svelte (https://www.shadcn-svelte.com) per project convention


id: 84d97cdb-f05b-4601-8f93-2df718b34514
type: fact
source_type: session_end
tags: pipeline,documentation,visual
created_at: 2026-02-25T15:28:48.572Z
updated_at: 2026-02-25T15:28:48.572Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 60305782-1227-414a-80c5-516ba8a18fb9
last_accessed: 2026-02-25T15:54:24.081Z
extraction_status: none
content:
  Memory pipeline is documented as static diagrams: public/memory-loop-v2.jpg and docs/memory-loop.mmd showing extraction workers, database layer, search, and file watching systems


id: 304c79b9-4c81-4f48-ba3b-9e61b7d659b6
type: fact
source_type: session_end
tags: daemon,api,data
created_at: 2026-02-25T15:28:48.572Z
updated_at: 2026-02-25T15:28:48.572Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 60305782-1227-414a-80c5-516ba8a18fb9
last_accessed: 2026-02-25T15:54:24.081Z
extraction_status: none
content:
  Daemon HTTP API at /api/status provides full daemon status and /api/analytics/continuity provides session metrics—suitable data sources for live pipeline visualization


id: 4b306698-9bec-4698-b778-a845d46a5d25
type: fact
source_type: session_end
tags: dashboard,dev,ports
created_at: 2026-02-25T15:28:48.572Z
updated_at: 2026-02-25T15:28:48.572Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 60305782-1227-414a-80c5-516ba8a18fb9
last_accessed: 2026-02-25T15:54:24.081Z
extraction_status: none
content:
  Dashboard development runs on port 5173 with bun run dev in packages/cli/dashboard and builds to static files served by daemon at localhost:3850


id: 0adee576-dfde-4160-ab34-f7172b180c29
type: fact
source_id: 6336119f-bbeb-4775-804e-e223929c419b
source_type: chunk
created_at: 2026-02-25T15:28:48.576Z
updated_at: 2026-02-25T16:06:45.714Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: aacc48307c165f6d7aad61d74de72dbb10753f300bca5e5757fe2f94e0583d44
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The Signet dashboard currently references static memory pipeline diagrams at public/memory-loop-v2.jpg and docs/memory-loop.mmd

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-pipeline-visualization-feature-planning,hierarchical-section

normalized_content:
  the signet dashboard currently references static memory pipeline diagrams at public/memory-loop-v2.jpg and docs/memory-loop.mmd


id: db98b006-7618-4bb2-97cc-f22090218ab5
type: fact
source_id: 6336119f-bbeb-4775-804e-e223929c419b
source_type: chunk
created_at: 2026-02-25T15:28:48.576Z
updated_at: 2026-02-25T15:28:48.576Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: dc8131011e3b0732ef72a186577535f3af01d08333fe5813e7cd3109a875ff90
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The assistant initiated exploration of the dashboard architecture at packages/cli/dashboard/ to understand what's available.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-pipeline-visualization-feature-planning,hierarchical-section

normalized_content:
  the assistant initiated exploration of the dashboard architecture at packages/cli/dashboard/ to understand what's available


id: aac51630-fa33-48ec-8c6e-6779db4dbd9c
type: fact
source_id: 6336119f-bbeb-4775-804e-e223929c419b
source_type: chunk
created_at: 2026-02-25T15:28:48.576Z
updated_at: 2026-02-25T15:28:48.576Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 130694a76238c3f36061494673d1c8fcd4c23d9fb68a9d2cf8e11dedc9c996d6
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The goal is to leverage existing infrastructure—Svelte 5, Tailwind v4, bits-ui, and 3d-force-graph—to create an interactive pipeline view that displays: - Active worker status and job queue state - Data flow between components in real time - Pipeline metrics and throughput Exploration focused on understanding component patterns, existing visualization approaches, and available daemon API endpoints that could power the live visualization.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-pipeline-visualization-feature-planning,hierarchical-section

normalized_content:
  the goal is to leverage existing infrastructure—svelte 5, tailwind v4, bits-ui, and 3d-force-graph—to create an interactive pipeline view that displays: - active worker status and job queue state - data flow between components in real time - pipeline metrics and throughput exploration focused on understanding component patterns, existing visualization approaches, and available daemon api endpoints that could power the live visualization


id: 29273c45-d22d-4abb-b399-d82104b7c58f
type: decision
source_type: session_end
tags: openclaw,contribution,strategy,memory
created_at: 2026-02-25T15:30:33.946Z
updated_at: 2026-02-25T15:30:33.946Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 5fa14eff-72b6-4880-b832-988cf8a98e9a
last_accessed: 2026-02-25T16:04:55.299Z
extraction_status: none
content:
  Nicholai is planning an upstream contribution to OpenClaw that either improves memory pipeline foundations or ports Signet patterns, requiring exact adherence to OpenClaw's contribution protocol


id: e43c7f8f-a3be-4e16-b67f-071b8ae3d502
type: fact
source_type: session_end
tags: openclaw,architecture,memory-lancedb
created_at: 2026-02-25T15:30:33.946Z
updated_at: 2026-02-25T15:30:33.946Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 5fa14eff-72b6-4880-b832-988cf8a98e9a
last_accessed: 2026-02-25T15:54:24.081Z
extraction_status: none
content:
  OpenClaw has a memory-lancedb extension/plugin that handles memory storage, search, and creation - key component to research for contribution planning


id: 75efd138-92ec-435a-aa18-45edc455a725
type: fact
source_type: session_end
tags: signetai,documentation,openclaw
created_at: 2026-02-25T15:30:33.946Z
updated_at: 2026-02-25T15:30:33.946Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 5fa14eff-72b6-4880-b832-988cf8a98e9a
extraction_status: none
content:
  Reference document for OpenClaw integration strategy exists at docs/wip/openclaw-integration-strategy.md


id: 1c4e2cdf-b982-498a-ba90-921cfcca24f5
type: fact
source_id: 382a623c-cea7-48ce-af5a-3e30865a789a
source_type: chunk
created_at: 2026-02-25T15:30:33.951Z
updated_at: 2026-02-25T15:30:33.951Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T15:35:53.440Z
content_hash: 47ede34672626bc1f1d4a71444aac504653df7def795446cf85e7f06c691bceb
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## OpenClaw Upstream Contribution Research Nicholai initiated planning for a concrete upstream contribution to OpenClaw that either improves their memory pipeline foundation or ports useful patterns from Signet.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-openclaw-upstream-contribution-research,hierarchical-section

normalized_content:
  ## openclaw upstream contribution research nicholai initiated planning for a concrete upstream contribution to openclaw that either improves their memory pipeline foundation or ports useful patterns from signet


id: 15dea7b9-933a-46f5-93ab-a31ff0a5e806
type: fact
source_id: 382a623c-cea7-48ce-af5a-3e30865a789a
source_type: chunk
created_at: 2026-02-25T15:30:33.951Z
updated_at: 2026-02-25T16:13:56.805Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T15:35:53.440Z
content_hash: d612ef44c902e7fa15bbca890e6afc2caccf401af266f58fb55443d1785bb7e7
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  OpenClaw's contribution guidelines including PR templates and CONTRIBUTING.md were reviewed as part of the investigation

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-openclaw-upstream-contribution-research,hierarchical-section

normalized_content:
  openclaw's contribution guidelines including pr templates and contributing.md were reviewed as part of the investigation


id: 67c75a72-f603-4e85-af53-93839b485f77
type: rationale
source_id: 382a623c-cea7-48ce-af5a-3e30865a789a
source_type: chunk
created_at: 2026-02-25T15:30:33.951Z
updated_at: 2026-02-25T16:13:56.805Z
updated_by: pipeline-v2
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who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T15:35:53.440Z
content_hash: 7a2a254d55596c2f1629a24360acd6a4e662824a1a8ce5a97f7fb9e4efc8ecd7
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The research phase aimed to understand OpenClaw's memory tool schemas, search implementations, and storage formats before proposing a contribution, to ensure the proposal would be architecturally sound and aligned with OpenClaw's design patterns

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-openclaw-upstream-contribution-research,hierarchical-section

normalized_content:
  the research phase aimed to understand openclaw's memory tool schemas, search implementations, and storage formats before proposing a contribution, to ensure the proposal would be architecturally sound and aligned with openclaw's design patterns


id: b6c82a47-3473-4c69-b4da-ca4213643acd
type: decision
source_type: session_end
tags: architecture,predictor,model,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
last_accessed: 2026-02-25T16:19:46.234Z
extraction_status: none
content:
  Predictive Memory Scorer uses cross-attention architecture with ~370K parameters (d=64 internal dimension, 4096 HashTrick buckets, Q/K/V projections, feature gate) for per-user memory ranking


id: 5e158085-ecca-4a20-95a4-40a4a1927e9e
type: decision
source_type: session_end
tags: architecture,communication,daemon,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
last_accessed: 2026-02-25T16:19:46.234Z
extraction_status: none
content:
  Predictor runs as standalone Rust binary sidecar at packages/predictor/, communicates with daemon via JSON-RPC 2.0 over stdin/stdout with three methods: score (memory ranking), train (session outcome learning), status (health check)


id: 7e46bea6-cc13-4088-a854-bba44d63c9fd
type: decision
source_type: session_end
tags: training,loss,continuity-scorer,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
last_accessed: 2026-02-25T16:19:46.234Z
extraction_status: none
content:
  Training signal comes from continuity_scorer per-memory relevance labels (0.0-1.0) from session_scores, with listwise KL-divergence loss to match probability distributions of model scores vs true relevance scores


id: 9b89c1c5-1585-4649-ba2f-bad36d0ac918
type: decision
source_type: session_end
tags: ranking,fusion,metrics,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
last_accessed: 2026-02-25T16:04:55.299Z
extraction_status: none
content:
  Memory selection uses Reciprocal Rank Fusion (RRF) to blend baseline (effectiveScore) and predictor rankings, with α (baseline weight) earned through session-end NDCG@10 comparisons—predictor at 80% win rate gives α=0.2


id: dd154c6c-5a3a-40f1-b750-2097319ffe0a
type: rule
source_type: session_end
tags: cold-start,predictor,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
last_accessed: 2026-02-25T16:04:55.299Z
extraction_status: none
content:
  Cold start phase: α locked at 1.0 (pure baseline) until three conditions met: first training completes, ≥10 sessions scored, success_rate > 0.4. Both systems' scores recorded for comparison even during cold start


id: c7a0c56d-d91c-48bb-880e-2d3b99bb32b1
type: rule
source_type: session_end
tags: quality-gate,training,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
last_accessed: 2026-02-25T16:04:55.299Z
extraction_status: none
content:
  Confidence gating: session_scores with continuity_scorer confidence < 0.6 are recorded but excluded from EMA updates and training—prevents noisy early sessions from degrading success_rate signal


id: abe766d0-8f22-4a4f-b871-96da80d8b6cd
type: decision
source_type: session_end
tags: feedback,training-signal,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
last_accessed: 2026-02-25T16:04:55.299Z
extraction_status: none
content:
  A/B preference signal: when predictor and baseline disagree, inject both options to agent with randomized A/B label (stored mapping server-side), agent signals preference via structured tag [signet:pref=A/B/tie], max 1 comparison per session


id: e481a7cb-3453-4f82-aa85-8d659a1977ea
type: rule
source_type: session_end
tags: drift,adaptation,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
extraction_status: none
content:
  Drift detection: if success_rate below driftResetThreshold for driftResetWindow consecutive sessions, reset α to 1.0, retrain with 2x learning rate, reset success_rate EMA to 0.5—prevents old-pattern predictor from fighting new workflows


id: b650218c-ee54-4722-90e1-d317fb9e9c82
type: decision
source_type: session_end
tags: database,schema,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
last_accessed: 2026-02-25T16:04:55.299Z
extraction_status: none
content:
  New database table session_memories tracks (session_key, memory_id) tuples with source (effective/predictor/both), both scores, final rank, injection status, per-memory relevance_score from continuity scorer, agent preference signal, created_at


id: 77d11fac-1a52-43da-959c-492e87823def
type: rule
source_type: session_end
tags: database,permissions,security,signetai
created_at: 2026-02-25T15:54:55.528Z
updated_at: 2026-02-25T15:54:55.528Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 91204f3c-6729-4bdb-8e14-1e10df5b823a
extraction_status: none
content:
  Training data assembly reads from session_memories + embeddings + session_scores directly via SQLite; predictor is read-only on memories.db; daemon owns all DB writes including predictor_comparisons and predictor_training_log tables


id: 8b614d70-f8d2-45b8-a3f8-cc51af327cef
type: fact
source_id: 6d8b1439-074c-47d9-a869-72554ccd9f22
source_type: chunk
created_at: 2026-02-25T15:54:55.553Z
updated_at: 2026-02-25T15:54:55.553Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: a08b86221adc17f0ed12629c95c2683ed8057e2a2d310c5d29f7de75653f738a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Predictive Memory Scorer Architecture Review Session opened with Nicholai reading and requesting comparison on the Predictive Memory Scorer architecture document.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-architecture-review,hierarchical-section

normalized_content:
  ## predictive memory scorer architecture review session opened with nicholai reading and requesting comparison on the predictive memory scorer architecture document


id: 829f3fcd-710f-41fd-9d3e-7c84fe6ff707
type: procedural
source_id: 6d8b1439-074c-47d9-a869-72554ccd9f22
source_type: chunk
created_at: 2026-02-25T15:54:55.553Z
updated_at: 2026-02-25T16:17:34.584Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b685732b69f4ec2e937dfa6477f1e1192fc9fa3372b1efb6cbe5a8c0e70311a2
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The reranking model is trained on per-memory relevance labels generated by the continuity scorer component

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-architecture-review,hierarchical-section

normalized_content:
  the reranking model is trained on per-memory relevance labels generated by the continuity scorer component


id: 2b215fe7-af06-478a-9d59-00a6da24f3c0
type: fact
source_id: 6d8b1439-074c-47d9-a869-72554ccd9f22
source_type: chunk
created_at: 2026-02-25T15:54:55.553Z
updated_at: 2026-02-25T15:54:55.553Z
updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
content_hash: 4f848e9d0f29e2ca660d14dc9cbea016217e0e7bb5da9890e3fad9eb05d4fdcb
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Key architectural approach: standalone Rust binary sidecar communicating with daemon via JSON-RPC 2.0 stdin/stdout. Model is lightweight (~370K params, d=64 internal embedding dimension) trained on per-memory relevance labels from continuity scorer.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-architecture-review,hierarchical-section

normalized_content:
  key architectural approach: standalone rust binary sidecar communicating with daemon via json-rpc 2.0 stdin/stdout. model is lightweight (~370k params, d=64 internal embedding dimension) trained on per-memory relevance labels from continuity scorer


id: 3da8b378-bcda-4214-945b-7cbd1202b68c
type: rationale
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source_type: chunk
created_at: 2026-02-25T15:54:55.553Z
updated_at: 2026-02-25T16:19:07.841Z
updated_by: pipeline-v2
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who: openclaw-memory
why: explicit
content_hash: 24cd46633546dffab4f169eb10b2da26584001f4309fa22d513f30b3cec3e156
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The earned influence strategy is rationale: NDCG comparison wins at session end provide training signal for the ranking fusion weight, allowing progressive improvement from baseline to learned predictions

tags:
[cell repeats an earlier one in this file: 107 characters]

normalized_content:
  the earned influence strategy is rationale: ndcg comparison wins at session end provide training signal for the ranking fusion weight, allowing progressive improvement from baseline to learned predictions


id: 3183fb90-8f40-4e23-86db-522c2674efa5
type: fact
source_id: 6d8b1439-074c-47d9-a869-72554ccd9f22
source_type: chunk
created_at: 2026-02-25T15:54:55.553Z
updated_at: 2026-02-25T15:54:55.553Z
updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
content_hash: 94b43b6f77716f1dcac9cce7449dc7f671f948d758d689d8a6a5b522b9bfb539
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Plan includes 8 implementation phases: data pipeline prerequisites (session_memories table + per-memory scoring) → Rust autograd/model core → training pipeline → daemon integration → observability backend → dashboard UI → documentation.

tags:
[cell repeats an earlier one in this file: 107 characters]

normalized_content:
  plan includes 8 implementation phases: data pipeline prerequisites (session_memories table + per-memory scoring) → rust autograd/model core → training pipeline → daemon integration → observability backend → dashboard ui → documentation


id: b60ea905-df47-4aa3-8d1a-ef2948a6bcf6
type: fact
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created_at: 2026-02-25T15:54:55.553Z
updated_at: 2026-02-25T15:54:55.553Z
updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
content_hash: ef1a78f4a65261d6558a00bb9959fafea8a405715b3646c380169d526d1b5053
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Full execution plan with delegation to 8 agents specified, with security audit and integration testing phases. User attempted to share comparison image but attachment appeared corrupted.

tags:
[cell repeats an earlier one in this file: 107 characters]

normalized_content:
  full execution plan with delegation to 8 agents specified, with security audit and integration testing phases. user attempted to share comparison image but attachment appeared corrupted


id: 3d7dc90b-1371-4a4c-9cae-6ad6827c8de0
type: decision
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source_type: pipeline-v2
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who: pipeline-v2
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content_hash: 76655d07ec1a357d8150d471edaeca0eb3f212303d625294ddfd99fb6abd2535
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The signetai project prohibits `any` types; developers must use `unknown` with explicit type narrowing instead (per CLAUDE.md style & conventions)

normalized_content:
  the signetai project prohibits `any` types; developers must use `unknown` with explicit type narrowing instead (per claude.md style & conventions)


id: 98832682-fb8b-4116-8c08-13929475aeac
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who: pipeline-v2
why: extracted-fact
content_hash: a52d9558e1d58da599c7df7ab1ca131ca6f26b5b534507374888cd80f1e2042a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Development conventions enforce: no 'any' types (use 'unknown' with narrowing), no 'as' assertions (fix types instead), no '!' null assertions (check explicitly), discriminated unions over optional properties, readonly everywhere mutation isn't intended, no enums (use as const + union types), explicit return types on exports, result types over exceptions, effect-free module scope

normalized_content:
  development conventions enforce: no 'any' types (use 'unknown' with narrowing), no 'as' assertions (fix types instead), no '!' null assertions (check explicitly), discriminated unions over optional properties, readonly everywhere mutation isn't intended, no enums (use as const + union types), explicit return types on exports, result types over exceptions, effect-free module scope


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source_type: pipeline-v2
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updated_at: 2026-03-01T11:13:05.673Z
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who: pipeline-v2
why: extracted-fact
content_hash: d9c43b647129ab75797d79415f1fe564ecfe5a98faf824f610664f97ad8b5d94
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Connectors are idempotent (safe to run install multiple times) and distinct from daemon-side connector framework at packages/daemon/src/connectors/

normalized_content:
  connectors are idempotent (safe to run install multiple times) and distinct from daemon-side connector framework at packages/daemon/src/connectors/


id: d14fbcb8-66bf-4f16-a5c9-90fa5945e64f
type: decision
source_type: session_end
tags: predictor,tokenizer,architecture
created_at: 2026-02-25T16:05:25.132Z
updated_at: 2026-02-25T16:05:25.132Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 648113cb-2b90-4fc9-b169-a9f8bed33b12
last_accessed: 2026-02-25T16:19:46.234Z
extraction_status: none
content:
  HashTrick tokenizer in the predictive memory scorer should use 16,384 buckets (not 4,096) to reduce collision rates in code-heavy memories while maintaining ~1.1M parameters that fit comfortably in L2 cache.


id: e3f7c51e-f36d-48a6-966b-911d948fd273
type: decision
source_type: session_end
tags: predictor,training,loss-function
created_at: 2026-02-25T16:05:25.132Z
updated_at: 2026-02-25T16:05:25.132Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 648113cb-2b90-4fc9-b169-a9f8bed33b12
last_accessed: 2026-03-02T09:21:10.956Z
extraction_status: none
content:
  Listwise ranking loss for the predictor should apply softmax temperature T < 1.0 to sharpen flat label distributions from continuity scorer soft labels, enabling the model to discriminate between relevance scores like 0.5 vs 0.8.


id: 745f14ec-3007-42d5-9062-9f8c326380de
type: decision
source_type: session_end
tags: predictor,training,negative-sampling
created_at: 2026-02-25T16:05:25.132Z
updated_at: 2026-02-25T16:05:25.132Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 648113cb-2b90-4fc9-b169-a9f8bed33b12
last_accessed: 2026-02-25T16:19:46.234Z
extraction_status: none
content:
  Non-injected candidate memories in predictor training should be filtered by cosine similarity before label assignment; if similarity > 0.6, assign soft label (0.2–0.3) instead of hard 0.0 to avoid training the predictor to replicate baseline heuristic mistakes.


id: 9041d018-ff6a-4590-a9c3-e10134190b9a
type: decision
source_type: session_end
tags: predictor,drift-detection,training
created_at: 2026-02-25T16:05:25.132Z
updated_at: 2026-02-25T16:05:25.132Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 648113cb-2b90-4fc9-b169-a9f8bed33b12
last_accessed: 2026-02-25T16:19:46.234Z
extraction_status: none
content:
  Concept drift recovery in the predictor should use a replay buffer (80% recent sessions + 20% high-scoring historical sessions) during retraining rather than simply increasing learning rate, preventing catastrophic forgetting of temporal patterns.


id: 8b74e101-799f-4c1e-a8f7-6c9f8691c71e
type: decision
source_type: session_end
tags: predictor,rrf,ranking
created_at: 2026-02-25T16:05:25.132Z
updated_at: 2026-02-25T16:05:25.132Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 648113cb-2b90-4fc9-b169-a9f8bed33b12
last_accessed: 2026-02-25T16:19:46.234Z
extraction_status: none
content:
  Reciprocal Rank Fusion constant k should be 10–15 for memory reranking (not 60), tuned for ~50 candidate memories rather than thousand-item document retrieval; k=60 compresses rank variance when candidate lists are small.


id: dbb50961-6dda-48d8-88c2-46bbf03a8bcc
type: fact
source_type: session_end
tags: predictor,validation
created_at: 2026-02-25T16:05:25.132Z
updated_at: 2026-02-25T16:05:25.132Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 648113cb-2b90-4fc9-b169-a9f8bed33b12
extraction_status: none
content:
  The predictive memory scorer architecture—RRF fusion, outcome-driven labels, zero-dependency Rust sidecar—is validated as pragmatic and sound by external review; North Star vision is credible.


id: 09a2cb54-973b-4efc-aeaf-2493be398f0b
type: fact
source_type: session_end
tags: predictor,rrf,ema
created_at: 2026-02-25T16:05:25.132Z
updated_at: 2026-02-25T16:05:25.132Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 648113cb-2b90-4fc9-b169-a9f8bed33b12
extraction_status: none
content:
  Dynamic baseline weighting via RRF parameterized by EMA(NDCG success rate) guarantees graceful degradation: the predictor must earn influence through demonstrated performance rather than starting with fixed blend weights.


id: be9fca4c-9221-4781-a0f7-51ff90402b3f
type: fact
source_id: openclaw:2026-02-25-predictive-memory-scorer-spec-review-feedback-inte:7c49f748f4bf6d28
source_type: openclaw-memory-log
created_at: 2026-02-25T16:05:25.140Z
updated_at: 2026-02-25T16:05:25.140Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 77afffd07a6ae92ac7b76190dbbf11ac1ecb18976b94b31696e88226689a2abd
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Predictive Memory Scorer Spec Review & Feedback Integration Nicholai received detailed external code review feedback on the predictive memory scorer specification (`docs/wip/predictive-memory-scorer.md`). The reviewer provided high-level validation of the overall architecture—calling it "exceptionally well-thought-out" and praising the North Star vision ("difference between a tool that remembers and a mind that persists")—while identifying five concrete technical refinements.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-spec-review-feedback-inte,hierarchical-section

normalized_content:
  ## predictive memory scorer spec review & feedback integration nicholai received detailed external code review feedback on the predictive memory scorer specification (`docs/wip/predictive-memory-scorer.md`). the reviewer provided high-level validation of the overall architecture—calling it "exceptionally well-thought-out" and praising the north star vision ("difference between a tool that remembers and a mind that persists")—while identifying five concrete technical refinements


id: bc1438b5-c5f3-41cb-bdcd-4d902537ea78
type: fact
source_id: openclaw:2026-02-25-predictive-memory-scorer-spec-review-feedback-inte:465b30b5de3eda90
source_type: openclaw-memory-log
created_at: 2026-02-25T16:05:25.174Z
updated_at: 2026-02-25T16:24:53.188Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: d694487367d5df03e9eacc2ea2e870486a1c7a77ea0d49bd1ab0712c3c279a7f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Nicholai received detailed external code review feedback on the predictive memory scorer specification

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-spec-review-feedback-inte,hierarchical-section

normalized_content:
  nicholai received detailed external code review feedback on the predictive memory scorer specification


id: 0ed165b8-2d9f-4772-bd29-81e296ae93c4
type: fact
source_id: ebe807ea-c692-4f17-b432-86e4baf03e03
source_type: chunk
created_at: 2026-02-25T16:05:25.207Z
updated_at: 2026-02-25T16:05:25.207Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 4f16eb421b13236ef45996ac2fb121ec6a06e5c04fe1881412b9cbc7db25d918
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ### Five Technical Refinements Identified 1. **HashTrick bucket count**: Bump from 4,096 to 16,384 to reduce collisions in code-heavy memories (still ~1.1M parameters, fits L2 cache) 2.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-spec-review-feedback-inte,hierarchical-section

normalized_content:
  ### five technical refinements identified 1. **hashtrick bucket count**: bump from 4,096 to 16,384 to reduce collisions in code-heavy memories (still ~1.1m parameters, fits l2 cache) 2


id: ddd13670-c284-43be-b09f-a2c264f2fddf
type: semantic
source_id: ebe807ea-c692-4f17-b432-86e4baf03e03
source_type: chunk
created_at: 2026-02-25T16:05:25.207Z
updated_at: 2026-02-25T16:27:22.479Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 133fbfb4aed23857c4034158f06c2657a9b5d50ba3509ee0684bdf218298c67f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Temperature T < 1.0 in softmax sharpens a probability distribution by concentrating probability mass into peaked distributions rather than uniform distributions, making soft labels more selective

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  temperature t < 1.0 in softmax sharpens a probability distribution by concentrating probability mass into peaked distributions rather than uniform distributions, making soft labels more selective


id: 764e7351-4189-403c-8a5f-025401ede90e
type: fact
source_id: ebe807ea-c692-4f17-b432-86e4baf03e03
source_type: chunk
created_at: 2026-02-25T16:05:25.207Z
updated_at: 2026-02-25T16:05:25.207Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 8b85ef17d2410fb709e40c5b47cfa8e220111d06719761e4059554cc64ff4e36
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Negative sample filtering**: Apply cosine similarity filter before assigning strict 0.0 labels; prevents training model to replicate baseline mistakes 4.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  **negative sample filtering**: apply cosine similarity filter before assigning strict 0.0 labels; prevents training model to replicate baseline mistakes 4


id: 5f58b02e-802a-482d-aa4d-5623d5293df5
type: fact
source_id: ebe807ea-c692-4f17-b432-86e4baf03e03
source_type: chunk
created_at: 2026-02-25T16:05:25.207Z
updated_at: 2026-02-25T16:05:25.207Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 1f61e489df131c216d9c24408011d7901160d0d3b412dbf984bd064b99cc58ce
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Drift reset strategy**: Use replay buffer (80% recent + 20% historical by continuity score) instead of 2x learning rate to avoid catastrophic forgetting 5.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  **drift reset strategy**: use replay buffer (80% recent + 20% historical by continuity score) instead of 2x learning rate to avoid catastrophic forgetting 5


id: c25213b3-6893-4405-9eb9-cd72417b4cd8
type: fact
source_id: ebe807ea-c692-4f17-b432-86e4baf03e03
source_type: chunk
created_at: 2026-02-25T16:05:25.207Z
updated_at: 2026-02-25T16:05:25.207Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
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content_hash: c72d60778a02c96cfa220cbbae6668fb7d5eeb3b7562f388966abc96b53fc0b2
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **RRF constant k**: Drop from 60 to 10–15 for ~50 candidate memories; k=60 compresses rank variance when candidate list is small All five recommendations are sound and likely to be incorporated into the specification.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  **rrf constant k**: drop from 60 to 10–15 for ~50 candidate memories; k=60 compresses rank variance when candidate list is small all five recommendations are sound and likely to be incorporated into the specification


id: 68ceefde-6dfa-4103-9a78-1600f4af4e35
type: procedural
source_id: aac51630-fa33-48ec-8c6e-6779db4dbd9c
source_type: pipeline-v2
created_at: 2026-02-25T16:09:51.232Z
updated_at: 2026-02-25T16:09:51.232Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
content_hash: 13f9074c7500adafbd014ebbfacdddd52e51358cf6adecf0723d6857dd4630a9
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Development exploration included reviewing existing visualization approaches to inform implementation strategy

normalized_content:
  development exploration included reviewing existing visualization approaches to inform implementation strategy


id: e09c9f26-613e-4d81-a9a1-378470dba1f2
type: semantic
source_id: 15dea7b9-933a-46f5-93ab-a31ff0a5e806
source_type: pipeline-v2
created_at: 2026-02-25T16:12:04.395Z
updated_at: 2026-02-26T07:04:49.220Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
content_hash: caf92c197dfa982c094b3475391ef393b3046a434718e5d84070082185f6bc8e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  OpenClaw has architecture documentation and contribution protocols that need to be understood before proposing features

normalized_content:
  openclaw has architecture documentation and contribution protocols that need to be understood before proposing features


id: 0f6236bb-2f59-4ff9-994d-584286395cf0
type: fact
source_type: session_end
tags: signet,memory-database,schema
created_at: 2026-02-25T16:27:08.302Z
updated_at: 2026-02-25T16:27:08.302Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references/microgpt
session_id: 97870516-db2f-455c-9c98-0a2333cf7e3c
extraction_status: none
content:
  The memories.db at ~/.agents/memory/memories.db contains 5348 memory records with fields: id, type, category, content, confidence, tags, importance, created_at, updated_at, source_type, source_id, extraction_status, and embedding metadata.


id: 1f56dc9a-068b-470f-b122-67bcd0848aa7
type: fact
source_type: session_end
tags: microgpt,model-architecture
created_at: 2026-02-25T16:27:08.302Z
updated_at: 2026-02-25T16:27:08.302Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references/microgpt
session_id: 97870516-db2f-455c-9c98-0a2333cf7e3c
extraction_status: none
content:
  The microgpt character-level GPT implementation (Rust) is very small: 48 embedding dimensions, 2 transformer layers, 4 attention heads, trained on line-delimited text input.


id: 23d97990-d691-46ec-beb4-86e0fa6abebe
type: decision
source_type: session_end
tags: microgpt,experiment-idea,memory-database
created_at: 2026-02-25T16:27:08.302Z
updated_at: 2026-02-25T16:27:08.302Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references/microgpt
session_id: 97870516-db2f-455c-9c98-0a2333cf7e3c
extraction_status: none
content:
  Proposed experiment: extract memory content from memories.db as line-delimited text and train microgpt on personal memory data to observe model-generated 'hallucinations' as a funhouse mirror of Nicholai's knowledge.


id: 94c3764f-d3c2-41f4-a204-3fe6129024f7
type: fact
source_id: da76b192-6524-48dd-a168-8aca309695c9
source_type: chunk
created_at: 2026-02-25T16:27:08.308Z
updated_at: 2026-02-25T16:27:08.308Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 4daa37d3477dbe50f4d95fc817020bf56bbeac626de9f055fdaf8addad6e11df
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Exploring Character-Level GPT Training on Memory Database Nicholai proposed training the microgpt character-level model (Rust implementation at `references/microgpt/src/main.rs`) on personal memory data from `~/.agents/memory/memories.db` to see what the model "hallucinates" - essentially a funhouse-mirror experiment on his own agent memories.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-exploring-character-level-gpt-training-on-memory-d,hierarchical-section

normalized_content:
  ## exploring character-level gpt training on memory database nicholai proposed training the microgpt character-level model (rust implementation at `references/microgpt/src/main.rs`) on personal memory data from `~/.agents/memory/memories.db` to see what the model "hallucinates" - essentially a funhouse-mirror experiment on his own agent memories


id: 4e869c1d-97ab-4422-9069-4dd57d5265cb
type: preference
source_id: da76b192-6524-48dd-a168-8aca309695c9
source_type: chunk
created_at: 2026-02-25T16:27:08.308Z
updated_at: 2026-02-25T16:27:08.308Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 7bc825e30c4bfe25da5390b015f259cb5fb02e23a1bcf48a3183d63ded4ef423
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Investigated the memories database schema and found 5348 memory records. The `memories` table contains rich metadata: content (TEXT), type (fact/preference/decision/etc), tags, importance (0.0-1.0), confidence, category, timestamps, source tracking, and extraction status.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-exploring-character-level-gpt-training-on-memory-d,hierarchical-section

normalized_content:
  investigated the memories database schema and found 5348 memory records. the `memories` table contains rich metadata: content (text), type (fact/preference/decision/etc), tags, importance (0.0-1.0), confidence, category, timestamps, source tracking, and extraction status


id: ffaf3a74-b01d-4698-894e-9ed2f0f25a4d
type: fact
source_id: da76b192-6524-48dd-a168-8aca309695c9
source_type: chunk
created_at: 2026-02-25T16:27:08.308Z
updated_at: 2026-02-25T16:27:08.308Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 5d395f34ed3e1a508084f59edeea226ae37d7ac5c849f60f891dff425a1cff6c
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The database includes FTS5 full-text search indexes and vector embeddings infrastructure. The character-level model is tiny (48 embedding dimensions, 2 layers, 4 attention heads) and expects line-delimited text input.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-exploring-character-level-gpt-training-on-memory-d,hierarchical-section

normalized_content:
  the database includes fts5 full-text search indexes and vector embeddings infrastructure. the character-level model is tiny (48 embedding dimensions, 2 layers, 4 attention heads) and expects line-delimited text input


id: 9afb3e82-bc69-4c30-a583-1b541c8c6c79
type: fact
source_id: da76b192-6524-48dd-a168-8aca309695c9
source_type: chunk
created_at: 2026-02-25T16:27:08.308Z
updated_at: 2026-02-25T16:27:08.308Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: a77d3bf8816b270e78b0468990f1957e7cac1e28462f4b94efa86db2ab1b6ce1
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The feasibility depends on extracting memories in a format the model can meaningfully learn from—raw content lines or structured summaries. No implementation work began; this was pure exploration of the concept and data shape.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  the feasibility depends on extracting memories in a format the model can meaningfully learn from—raw content lines or structured summaries. no implementation work began; this was pure exploration of the concept and data shape


id: 2ab333a9-0aa3-4b2a-b4f2-ba367d640d22
type: issue
source_id: f7f5c266-6128-476a-b17a-e231c407bd7c
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-bug-hunt-session-initiated,hierarchical-section
created_at: 2026-02-25T17:03:44.709Z
updated_at: 2026-02-25T17:03:44.709Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 29a495899b18dc10c349feb8ccb1f79bc74cf8973d18f52e1ce02395d7117798
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Bug Hunt Session Initiated Nicholai tasked Claude to find and fix bugs in the signetai codebase, prioritizing issues that break functionality.

normalized_content:
  ## bug hunt session initiated nicholai tasked claude to find and fix bugs in the signetai codebase, prioritizing issues that break functionality


id: 5555beba-ebb2-4cd9-a537-da76e0b4f216
type: fact
source_id: f7f5c266-6128-476a-b17a-e231c407bd7c
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-bug-hunt-session-initiated,hierarchical-section
created_at: 2026-02-25T17:03:44.709Z
updated_at: 2026-02-25T17:03:44.709Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b992d991790711756fc277f14ba0700fc1c9bd147067340872d0eec5f18f2347
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Initial exploration began by examining the core types system, particularly the LlmProvider interface and pipeline configuration types in `packages/core/src/types.ts`. The session started in plan mode to scope the investigation before implementation.

normalized_content:
  initial exploration began by examining the core types system, particularly the llmprovider interface and pipeline configuration types in `packages/core/src/types.ts`. the session started in plan mode to scope the investigation before implementation


id: 1c4cfb01-f62c-48b2-9ff6-36a137345a79
type: fact
source_id: b9b4f5d8-81c7-4cec-8b6e-2ba54b2bde38
source_type: chunk
created_at: 2026-02-25T17:03:45.508Z
updated_at: 2026-02-25T17:03:45.508Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 25b4818ff0bf1916cd68df1b128c06a2d57a76f385df09c58474ae719f15c193
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Listwise loss temperature**: Use T < 1.0 to sharpen soft label distributions; flat P_true from continuity scorer soft labels requires aggressive sharpening 3.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  **listwise loss temperature**: use t < 1.0 to sharpen soft label distributions; flat p_true from continuity scorer soft labels requires aggressive sharpening 3


id: 76a12047-958d-4cd6-b7bf-0fd2f2aeda5f
type: learning
source_id: 46b0e883-db49-451a-813e-a88bb635b8ce
source_type: chunk
created_at: 2026-02-25T17:03:45.540Z
updated_at: 2026-02-25T17:03:45.540Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 2881d57fc9dae72a3a11e49e313d8e63334fab9b21d78633813066d1130d2ccf
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The document outlines a comprehensive system for training a per-user memory ranking model that evolves from heuristic baseline scoring (decay + BM25) to learned predictions using a lightweight cross-attention architecture.

tags:
[cell repeats an earlier one in this file: 107 characters]

normalized_content:
  the document outlines a comprehensive system for training a per-user memory ranking model that evolves from heuristic baseline scoring (decay + bm25) to learned predictions using a lightweight cross-attention architecture


id: 99323a4c-d589-4f4d-afe2-654eb5fcc9c9
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source_id: 46b0e883-db49-451a-813e-a88bb635b8ce
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created_at: 2026-02-25T17:03:45.540Z
updated_at: 2026-02-25T17:03:45.540Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 094680a0d4583b55d6c9793c371abb2ee90bc46338e199ca2cdf9e380afccd4b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  RRF-based ranking fusion with earned influence (α) that adjusts based on session-end NDCG comparison wins. Cold start with pure baseline fallback, progressing to active prediction after 10+ sessions and >40% success rate threshold.

tags:
[cell repeats an earlier one in this file: 107 characters]

normalized_content:
  rrf-based ranking fusion with earned influence (α) that adjusts based on session-end ndcg comparison wins. cold start with pure baseline fallback, progressing to active prediction after 10+ sessions and >40% success rate threshold


id: e4c14c73-3633-4d70-a356-92fbd7cbc102
type: fact
source_id: a5a5946e-621a-4aff-9672-9a36ea040cd6
source_type: chunk
created_at: 2026-02-25T17:03:45.627Z
updated_at: 2026-02-25T17:03:45.627Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: ab800a7638ad330063366715d3dded89a977b844310595ee5fde1fa0f6c4f79e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Pipeline Visualization Feature Planning Nicholai requested adding a real-time, interactive visualization of the memory pipeline to the Signet dashboard—converting the static diagrams (public/memory-loop-v2.jpg and docs/memory-loop.mmd) into a live component showing data flowing through extraction workers, database operations, and retention systems.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  ## pipeline visualization feature planning nicholai requested adding a real-time, interactive visualization of the memory pipeline to the signet dashboard—converting the static diagrams (public/memory-loop-v2.jpg and docs/memory-loop.mmd) into a live component showing data flowing through extraction workers, database operations, and retention systems


id: 512c029e-7c9c-45e5-ae8f-b8ca7440ee35
type: fact
source_id: 3cda8896-198b-42f9-8f1c-b0f4004a177c
source_type: chunk
created_at: 2026-02-25T17:03:45.659Z
updated_at: 2026-02-25T17:03:45.659Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b5ed472cf2bc36a88e37de50e86d0a734bfa0b0d5ad5bfb5b39fe0e05a20bde8
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Unified search** (skills.sh API search + client-side filtering of cached ClawHub catalog) **Execution Order**: 1. Backend: Add ClawHub cache + fetch logic in `packages/daemon/src/daemon.ts` 2. Backend: Update `/api/skills/browse` and `/api/skills/search` to merge providers 3.

tags:
[cell repeats an earlier one in this file: 110 characters]

normalized_content:
  **unified search** (skills.sh api search + client-side filtering of cached clawhub catalog) **execution order**: 1. backend: add clawhub cache + fetch logic in `packages/daemon/src/daemon.ts` 2. backend: update `/api/skills/browse` and `/api/skills/search` to merge providers 3


id: b9556620-1107-4b4b-ae42-faeb8c668206
type: fact
source_id: af6cf6e9-8ed3-4889-899b-b70833557b7a
source_type: chunk
created_at: 2026-02-25T17:03:45.742Z
updated_at: 2026-02-25T17:03:45.742Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bcb738499e6328ff615a1f11675c3341d50ed82aa355534e60269840a3d9b96d
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The session focused on understanding OpenClaw's architecture and contribution protocols to propose a high-impact feature.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  the session focused on understanding openclaw's architecture and contribution protocols to propose a high-impact feature


id: cc0dfd67-8647-4618-bfab-adcd01f3892b
type: fact
source_id: af6cf6e9-8ed3-4889-899b-b70833557b7a
source_type: chunk
created_at: 2026-02-25T17:03:45.742Z
updated_at: 2026-02-25T17:03:45.742Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 37d7743ef5fafe02e0a0550deb7764bc5fbc4c874fbcd180be7c5e16331ac647
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Initially deployed an Explore agent to investigate: - OpenClaw's memory-lancedb extension/plugin implementation (storage, search, creation patterns) - OpenClaw's plugin/extension architecture and registration APIs - Contribution guidelines (PR templates, CONTRIBUTING.md) - Memory-core base interfaces The research phase aimed to understand OpenClaw's exact memory tool schemas, search implementations, and storage formats before proposing a contribution.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  initially deployed an explore agent to investigate: - openclaw's memory-lancedb extension/plugin implementation (storage, search, creation patterns) - openclaw's plugin/extension architecture and registration apis - contribution guidelines (pr templates, contributing.md) - memory-core base interfaces the research phase aimed to understand openclaw's exact memory tool schemas, search implementations, and storage formats before proposing a contribution


id: d6d4d4cf-737c-47d1-b8a9-1e7b9ce87192
type: fact
source_id: 4bbe61db-1c8e-4b61-bab1-6985dec81904
source_type: chunk
created_at: 2026-02-25T17:03:45.788Z
updated_at: 2026-02-25T17:03:45.788Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bbe0ce6a467f983b7e4045acd8abfc04a058b0d0ea7985f66f84cb2a2a3848ca
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  CI workflow modification adds changelog generation to release process, appending CHANGELOG.md to the release commit alongside version bumps.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  ci workflow modification adds changelog generation to release process, appending changelog.md to the release commit alongside version bumps


id: acdc4385-8929-4ed1-b8ef-d63840e09b04
type: fact
source_id: fb7e2799-5323-443f-b8f0-86bb7cbf8efd
source_type: chunk
created_at: 2026-02-25T17:03:45.812Z
updated_at: 2026-02-25T17:03:45.812Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: eb9251d4f08dcdada51fcfe9df4efdf1cfa4fb493f26566245ea80662996a173
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Nicholai was interested in discovering what Steam endpoints are available beyond simple store pages that could feed live data into the website (version numbers, release dates, update status, player counts, etc.).

tags:
[cell repeats an earlier one in this file: 108 characters]

normalized_content:
  nicholai was interested in discovering what steam endpoints are available beyond simple store pages that could feed live data into the website (version numbers, release dates, update status, player counts, etc.)


id: ac31984e-c6f6-42fb-9972-c76a236899ef
type: fact
source_id: afc5c228-e17a-4ec7-bb60-59dc6d97768d
source_type: chunk
created_at: 2026-02-25T17:03:45.872Z
updated_at: 2026-02-25T17:03:45.872Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 99d3ccc32af3d8d19130e91802c932a8628dd87fbc8ba488afea10f7632bac23
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## VISION.md Gap Analysis and Enhancement Nicholai identified a potential gap between the predictive-memory-scorer.md technical plan and the high-level vision document, asking whether new concepts should be elevated to VISION.md.

tags:
[cell repeats an earlier one in this file: 101 characters]

normalized_content:
  ## vision.md gap analysis and enhancement nicholai identified a potential gap between the predictive-memory-scorer.md technical plan and the high-level vision document, asking whether new concepts should be elevated to vision.md


id: 8f25350c-9823-4f99-ba42-a063298c53e6
type: fact
source_id: afc5c228-e17a-4ec7-bb60-59dc6d97768d
source_type: chunk
created_at: 2026-02-25T17:03:45.872Z
updated_at: 2026-02-25T17:03:45.872Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 88e44f6b20b7ba6c39fc09b6a0b09a50ff7f76c5603614555c115765873a658d
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The predictive-memory-scorer.md captures this elegantly: a per-user model trained on interaction history that learns what makes memories relevant, what temporal patterns matter, and which memories actually helped. Critically, this model trains locally with no cloud infrastructure or shared weights.

tags:
[cell repeats an earlier one in this file: 101 characters]

normalized_content:
  the predictive-memory-scorer.md captures this elegantly: a per-user model trained on interaction history that learns what makes memories relevant, what temporal patterns matter, and which memories actually helped. critically, this model trains locally with no cloud infrastructure or shared weights


id: 98befb99-061b-4f60-8296-041485e25eaf
type: fact
source_id: afc5c228-e17a-4ec7-bb60-59dc6d97768d
source_type: chunk
created_at: 2026-02-25T17:03:45.872Z
updated_at: 2026-02-25T17:03:45.872Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: e042cdfaceaaf3bab456ab86e3d9e55d7f31489d23e73147a18c2da09853843b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Proposed addition to VISION.md's continuity section: "Signet doesn't just remember — it learns what to remember. A model unique to each user, trained on their own interaction patterns, that gets sharper the longer you use it. No cloud. No shared weights.

tags:
[cell repeats an earlier one in this file: 101 characters]

normalized_content:
  proposed addition to vision.md's continuity section: "signet doesn't just remember — it learns what to remember. a model unique to each user, trained on their own interaction patterns, that gets sharper the longer you use it. no cloud. no shared weights


id: a20f7872-b13e-413f-90e8-19ee000d020b
type: fact
source_id: afc5c228-e17a-4ec7-bb60-59dc6d97768d
source_type: chunk
created_at: 2026-02-25T17:03:45.872Z
updated_at: 2026-02-25T17:03:45.872Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 83119faf3270daed52a3f22655bcb86e0e56fa619cf1a6f7f2d52789aa3b192c
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Your patterns, running locally." This reinforces the decentralization thesis already in VISION.md while grounding it in a concrete, time-improving capability. The addition was accepted and applied.

tags:
[cell repeats an earlier one in this file: 101 characters]

normalized_content:
  your patterns, running locally." this reinforces the decentralization thesis already in vision.md while grounding it in a concrete, time-improving capability. the addition was accepted and applied


id: f6e76f41-f5e5-423d-8d0d-e4b2ce076198
type: fact
source_id: dbe98d3e-2df0-4c7f-84e1-a0dd8c731b56
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-refactoring-exploration-initiative,hierarchical-section
created_at: 2026-02-25T17:03:46.014Z
updated_at: 2026-02-25T17:03:46.014Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bdd80d510aada9bce1c9b62470d8b4134d9538e18af16c8ba49889a5b9bb5ec5
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Second agent tasked with detecting TypeScript discipline violations and duplication: - Scanning for `as` type assertions (violates project convention) - Detecting `any` types (should use `unknown` with narrowing per CLAUDE.md) - Finding `!` non-null assertions (should be explicit null checks) - Id

normalized_content:
  second agent tasked with detecting typescript discipline violations and duplication: - scanning for `as` type assertions (violates project convention) - detecting `any` types (should use `unknown` with narrowing per claude.md) - finding `!` non-null assertions (should be explicit null checks) - id


id: a1f1fad4-cc38-4424-ae68-f5f1aaae487b
type: fact
source_id: 75871caf-c141-4225-8d82-6541747069f3
source_type: chunk
created_at: 2026-02-25T17:03:46.057Z
updated_at: 2026-02-25T17:03:46.057Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T17:09:55.982Z
content_hash: 3b7a806d6cccb6c3ff30a03aad271b0c4f28d07520e076ce60c2de13fddcd34a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The feature addresses legacy databases that accumulated memories without the extraction pipeline, which currently only catch exact duplicates at write time via content_hash uniqueness constraints.

tags:
[cell repeats an earlier one in this file: 100 characters]

normalized_content:
  the feature addresses legacy databases that accumulated memories without the extraction pipeline, which currently only catch exact duplicates at write time via content_hash uniqueness constraints


id: 686d637d-1999-4166-8ece-cca12d18d188
type: fact
source_id: 75871caf-c141-4225-8d82-6541747069f3
source_type: chunk
created_at: 2026-02-25T17:03:46.057Z
updated_at: 2026-02-25T17:03:46.057Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T17:09:55.982Z
content_hash: 422165f80cdbb83f81b0f29c895f450f01a71e3cc667a9485362f6d23eeb8317
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The plan spans 6 files and introduces a two-phase repair action: exact hash clustering (cheap SQL GROUP BY) followed by optional semantic clustering via KNN on embedded memories.

tags:
[cell repeats an earlier one in this file: 100 characters]

normalized_content:
  the plan spans 6 files and introduces a two-phase repair action: exact hash clustering (cheap sql group by) followed by optional semantic clustering via knn on embedded memories


id: c1d973c0-bcc5-41b8-9c50-ecfe58312ba1
type: fact
source_id: 66c4f64c-5d11-4ede-bfad-4a5e63e5e40f
source_type: chunk
created_at: 2026-02-25T17:03:46.145Z
updated_at: 2026-02-25T17:03:46.145Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T17:09:55.982Z
content_hash: 3cc21716e39b8e70750d8a7183d6dfd2117d7cc414d479b630ebfcc2f33d4fe8
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Implementation is planned in 8 phases: project scaffold, Rust core (main/lib/tray), platform abstraction, IPC commands, TypeScript state/menu builders, polling loop, icons, and build verification. Autostart, notifications, and platform-specific launchd/Windows support are deferred to future phases.

tags:
[cell repeats an earlier one in this file: 108 characters]

normalized_content:
  implementation is planned in 8 phases: project scaffold, rust core (main/lib/tray), platform abstraction, ipc commands, typescript state/menu builders, polling loop, icons, and build verification. autostart, notifications, and platform-specific launchd/windows support are deferred to future phases


id: b68051b1-4a10-4c79-becc-60caa80f99cf
type: fact
source_id: 5b8ce4b3-e069-4d2c-b8e2-248f777d5733
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-openclaw-plugin-tool-exploration,hierarchical-section
created_at: 2026-02-25T17:03:46.232Z
updated_at: 2026-02-25T17:03:46.232Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T17:09:55.982Z
content_hash: 94cf690111335373877cae0f5ec4440a8abf6f3e58505f514641a4b736d41b93
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## OpenClaw Plugin Tool Exploration Session started with user asking what Signet tools are available to OpenClaw through the plugin runtime. The assistant began investigating the OpenClaw adapter implementation located at `packages/adapters/openclaw/src/` to answer this question.

normalized_content:
  ## openclaw plugin tool exploration session started with user asking what signet tools are available to openclaw through the plugin runtime. the assistant began investigating the openclaw adapter implementation located at `packages/adapters/openclaw/src/` to answer this question


id: fb1fa031-b548-4e1a-8420-3e9105c50d01
type: fact
source_id: cc2ba282-bf31-4b3e-91a2-b08f2eac9b89
source_type: chunk
tags: openclaw,memory-log,2026-02-25,2026-02-25-portfolio-website-skill-creation,hierarchical-section
created_at: 2026-02-25T17:03:46.265Z
updated_at: 2026-02-25T17:03:46.265Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T17:09:55.982Z
content_hash: f32f74c06a627bf7fc4ffd3a6e41430a0caf39476524d1fdfcb0bf1f5a3063d3
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Approach: Deploy subagents to comprehensively review the oddcore-website codebase and extract all procedural knowledge, design patterns, component conventions, and best practices into skill documentation. This creates a reference guide for future website projects.

normalized_content:
  approach: deploy subagents to comprehensively review the oddcore-website codebase and extract all procedural knowledge, design patterns, component conventions, and best practices into skill documentation. this creates a reference guide for future website projects


id: 402ab503-7507-46ca-8b82-cf500db0e7f8
type: fact
source_id: 3d9628c2-7d73-4aae-831d-55799c9ec371
source_type: chunk
tags: openclaw,memory-log,2026-02-23,2026-02-23-dashboard-ui-component-standards,hierarchical-section
created_at: 2026-02-25T17:03:46.298Z
updated_at: 2026-02-25T17:03:46.298Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T17:09:55.982Z
content_hash: 33b68b4f6ed3096405d96c443d4155a3e40d3396775fbd6696e90e7779caba5a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Dashboard UI Component Standards User requested adding guidance to AGENTS.md to enforce the use of shadcn-svelte components for all dashboard UI work. The session involved retrieving shadcn-svelte documentation from the LLMs reference and reading the current AGENTS.md configuration file.

normalized_content:
  ## dashboard ui component standards user requested adding guidance to agents.md to enforce the use of shadcn-svelte components for all dashboard ui work. the session involved retrieving shadcn-svelte documentation from the llms reference and reading the current agents.md configuration file


id: 1b94b976-dbd0-41d2-9375-cf24a2320cae
type: decision
source_id: 3d9628c2-7d73-4aae-831d-55799c9ec371
source_type: chunk
tags: openclaw,memory-log,2026-02-23,2026-02-23-dashboard-ui-component-standards,hierarchical-section
created_at: 2026-02-25T17:03:46.298Z
updated_at: 2026-02-26T07:20:35.824Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T17:09:55.982Z
content_hash: 807a57b2842d8a9a92f3339604f373a512572f591e6389d1f843e6d3afbd28fa
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Guidance is being added to AGENTS.md to standardize component selection and prevent custom implementations when shadcn-svelte alternatives exist

normalized_content:
  guidance is being added to agents.md to standardize component selection and prevent custom implementations when shadcn-svelte alternatives exist


id: 193c203b-02f9-49ed-8b43-fea529b49d8c
type: fact
source_id: 0b67d146-5673-4b8d-b265-8842f02750ca
source_type: chunk
created_at: 2026-02-25T17:03:46.352Z
updated_at: 2026-02-25T17:03:46.352Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T17:09:55.982Z
content_hash: 1eb3e27740bbc9b808720bc2b7a6e3771e8aa6e0237c45258c7d5ca6937c0245
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Recursive Extraction Loop Prevention Implementation Nicholai implemented a multi-layer guard mechanism to prevent infinite recursive extraction loops in the Signet daemon scheduler.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  ## recursive extraction loop prevention implementation nicholai implemented a multi-layer guard mechanism to prevent infinite recursive extraction loops in the signet daemon scheduler


id: f2c15716-0bcd-4cb9-b85c-d8e91042990f
type: fact
source_type: session_end
tags: predictor,architecture,parameter-budget
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
last_accessed: 2026-02-26T06:18:35.804Z
extraction_status: none
content:
  The predictive-memory-scorer design targets 1.11M parameters total: 1.048M for HashTrick embeddings (16K x 64), 49K for downprojection (768→64), 4K each for Q/K projections, 2K for V projection, 2K for project embedding table (32 x 64), with layer norm and gate layers comprising the remainder


id: b6b041aa-e63a-4c6a-8951-67469944030d
type: fact
source_type: session_end
tags: predictor,model-design,embeddings
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
last_accessed: 2026-02-26T06:18:35.804Z
extraction_status: none
content:
  Cross-attention scorer uses two encoding paths: pre-embedded path (768→64 downprojection) and text path (HashTrick + mean pooling), with per-path layer normalization for scale compatibility and an is_embedded indicator feature (1 dim) to allow the model to learn path-specific calibration


id: bad03666-906f-469d-a889-842d4d8afe27
type: fact
source_type: session_end
tags: predictor,training,loss-function
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
last_accessed: 2026-02-26T06:18:35.804Z
extraction_status: none
content:
  ListNet-style listwise ranking loss uses KL divergence between softmax distributions of model scores and true relevance labels with configurable temperature (default 0.5) to sharpen soft label discrimination; sessions with low label variance are applied more aggressive sharpening (T=0.3) or skipped entirely


id: 1449a3c5-fa00-479a-9ac2-0eac717efb1f
type: fact
source_type: session_end
tags: predictor,fusion,ranking
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
last_accessed: 2026-02-26T06:18:35.804Z
extraction_status: none
content:
  RRF (Reciprocal Rank Fusion) fusion formula: RRF_score = α/(k+rank_baseline) + (1-α)/(k+rank_predictor) with k=12 (tuned for ~50 candidates, lower than standard k=60 which is sized for 1000+ document retrieval); α starts at 1.0 and decreases as predictor demonstrates success via NDCG@10 comparisons


id: 2e033800-0e79-47d0-96eb-0550ecebd88e
type: decision
source_type: session_end
tags: predictor,cold-start,ramp-up
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
last_accessed: 2026-02-26T06:18:35.804Z
extraction_status: none
content:
  Cold start gate uses three conditions: (1) first training completed, (2) session_count ≥ minTrainingSessions (default 10), (3) success_rate > 0.4 over last 10 comparisons; until all three pass, α locked at 1.0 (pure baseline). Early active ramp caps influence at 0.2 (sessions 1-10) and 0.4 (sessions 11-20) post cold-start


id: c8021bf1-acdc-4674-b629-7202440feed2
type: fact
source_type: session_end
tags: predictor,diversity,post-processing
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Topic diversity post-scoring applies exponential decay to prevent redundancy: second memory on same topic (>0.85 cosine similarity) gets ~0.55x credit, third gets ~0.33x, with 0.1 floor (never fully suppress even 4th overlapping memory); uses pre-stored embeddings (no extra calls)


id: 74a375f6-3d6c-4893-afa4-bc2703df30dc
type: fact
source_type: session_end
tags: predictor,data-pipeline,schema
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
last_accessed: 2026-02-25T20:55:58.283Z
extraction_status: none
content:
  Session-memory linkage implemented via new session_memories table tracking: source (effective/predictor/both/exploration/fts_only), effective_score, predictor_score, final_score, rank, was_injected, relevance_score (filled by continuity scorer), fts_hit_count (incremented by userPromptSubmit), with UNIQUE constraint on (session_key, memory_id)


id: 3dba0442-a431-428a-bd82-7f1a0d8ce532
type: fact
source_type: session_end
tags: predictor,training-signals,behavioral
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Training signals blend continuity scorer labels (0-1 per-memory relevance) with behavioral FTS overlap signals: injected + FTS-matched gets +0.1 boost (capped 1.0), not-injected + FTS-matched ≥2x gets min(0.6, similarity_label), injected + never-matched + continuity <0.3 gets -0.1; superseded memories receive label -0.3 (negative signal to avoid injection)


id: dd3d6b19-8fef-433b-aabc-5929b0e503db
type: fact
source_type: session_end
tags: predictor,drift,recovery
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Drift detection and recovery: if success_rate < driftResetThreshold for driftResetWindow consecutive sessions, reset α to 1.0, trigger retrain with replay buffer (80% recent / 20% historical top-K), reset EMA to 0.5 (neutral), increment drift_resets counter; replay buffer preserves learned temporal patterns while adapting to new usage


id: 2fc5ff34-579c-489b-9169-b7bf25aa0e7c
type: fact
source_type: session_end
tags: predictor,pre-filter,latency
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
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vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Candidate pre-filtering bounds corpus (2000-4000 memories) to ~70-90 candidates via union of: top-50 by effectiveScore() + top-50 by embedding similarity (cosine of session context vs pre-computed embeddings); JSON serialization (~245KB for 80 candidates x 768-dim) is bottleneck, not computation; total latency target <100ms


id: 37821d7b-8fb5-4644-b9f9-955735382332
type: fact
source_type: session_end
tags: predictor,continuity-scorer,labels
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Continuity scorer receives injected memory list (with IDs and previews) and transcript; returns per-memory relevance scores (0-1), overall_score, confidence (gating signal), missing_topics, novel_context_count, and reasoning text; sessions with confidence <0.6 or low label variance are excluded from EMA updates and training data


id: 963a2e03-0c8c-47ba-a2d6-97fe014487ca
type: fact
source_type: session_end
tags: predictor,negative-labels,design
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Negative memory signals: superseded memories (superseded_by IS NOT NULL) label = -0.3, importance <0.1 after decay label = 0.0, deleted within 24h of injection label = -0.5; trained alongside positive labels to actively push model away from harmful predictions, analogous to X algorithm's not_interested/block_author negative actions


id: 5397582d-c63e-4b87-8d1c-79f9bdc098ea
type: fact
source_type: session_end
tags: predictor,features,design-inspiration
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
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vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Project embedding table (32 x 64 dims) allows model to discover project-specific relevance patterns; at 50 sessions/day across multiple projects, model has sufficient data to specialize; inspired by X algorithm's product_surface embedding for encoding interaction context


id: 9c9cead3-636b-4f35-adee-8bd49701104a
type: fact
source_type: session_end
tags: predictor,research,inspiration
created_at: 2026-02-25T17:14:01.234Z
updated_at: 2026-02-25T17:14:01.234Z
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project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Architecture inspired by four research sources: ACAN (cross-attention with LLM-based loss), Memory-R1 (outcome-driven RL, only 152 pairs needed), microgpt (Rust transformer, autograd, zero deps), X/Twitter algorithm (Phoenix ranker, two-tower retrieval, candidate isolation, weighted multi-action scoring, author diversity decay, behavioral signals)


id: 31fd5f1a-5c65-4194-b396-23a0a8916fd4
type: decision
source_type: session_end
tags: predictor,phases,implementation-plan
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project: /home/nicholai/signet/signetai
session_id: f125b64c-730c-4e7b-bda0-f0975cd60c15
extraction_status: none
content:
  Phases organized as: Phase 0 (data pipeline: session_memories table, pre-filtering, FTS tracking, behavioral labels), Phase 1 (Rust scaffold + autograd), Phase 2 (training pipeline), Phase 3 (daemon integration), Phase 4 (observability), Phase 5 (config), Phase 6 (pre-training path support), Phase 7 (documentation); each phase independently testable before next


id: 86dfcf1b-d132-42cc-a2e7-116b8525dcea
type: fact
source_id: c9721bcf-18b6-4b94-8b41-220a440a27a3
source_type: chunk
created_at: 2026-02-25T17:14:01.244Z
updated_at: 2026-02-25T17:14:01.244Z
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extraction_status: none
embedding_model: nomic-embed-text
content:
  ## Predictive Memory Scorer Evaluation Session Nicholai initiated a session to evaluate the predictive memory scorer design document (`docs/wip/predictive-memory-scorer.md`) against the X/Twitter algorithm reference code in `references/x-algorithm/`.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-evaluation-session,hierarchical-section

normalized_content:
  ## predictive memory scorer evaluation session nicholai initiated a session to evaluate the predictive memory scorer design document (`docs/wip/predictive-memory-scorer.md`) against the x/twitter algorithm reference code in `references/x-algorithm/`


id: eaf19f63-1443-468b-9092-82c31c9e7a6e
type: learning
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extraction_status: none
embedding_model: nomic-embed-text
content:
  The session began with reading the 1,775-line predictive scorer design doc, which outlines a comprehensive architecture for training a per-user learned memory ranking model using: - Cross-attention architecture (inspired by ACAN, Memory-R1, and X's Phoenix ranker) - ListNet-style listwise ranking lo

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-evaluation-session,hierarchical-section

normalized_content:
  the session began with reading the 1,775-line predictive scorer design doc, which outlines a comprehensive architecture for training a per-user learned memory ranking model using: - cross-attention architecture (inspired by acan, memory-r1, and x's phoenix ranker) - listnet-style listwise ranking lo


id: 56c1dae5-8754-40a3-a72b-c9822857f8ea
type: fact
source_id: c9721bcf-18b6-4b94-8b41-220a440a27a3
source_type: chunk
created_at: 2026-02-25T17:14:01.244Z
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updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
last_accessed: 2026-02-25T23:02:28.631Z
content_hash: 10f452199288831deab2ed994a3b708a6f1379f47408028a19f686fc80f7012b
extraction_status: none
embedding_model: nomic-embed-text
content:
  ss with KL divergence - HashTrick tokenizer (16K buckets, 64-dim internal embedding space) - ~1.11M total parameters (sub-2M target) - Reciprocal Rank Fusion (RRF) for blending baseline and predictor scores - Cold start handling with gradual influence ramp (sessions 1-10: 0.2 cap, 11-20: 0.4 cap) -

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-predictive-memory-scorer-evaluation-session,hierarchical-section

normalized_content:
  ss with kl divergence - hashtrick tokenizer (16k buckets, 64-dim internal embedding space) - ~1.11m total parameters (sub-2m target) - reciprocal rank fusion (rrf) for blending baseline and predictor scores - cold start handling with gradual influence ramp (sessions 1-10: 0.2 cap, 11-20: 0.4 cap) -


id: 694fc475-f7ca-4f7a-b19f-8974fc927b6b
type: fact
source_id: c9721bcf-18b6-4b94-8b41-220a440a27a3
source_type: chunk
created_at: 2026-02-25T17:14:01.244Z
updated_at: 2026-02-25T17:14:01.244Z
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who: openclaw-memory
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extraction_status: none
embedding_model: nomic-embed-text
content:
  Topic diversity decay (0.5 decay factor for >0.85 cosine similarity overlaps) - Behavioral training signals from FTS hit overlap during sessions - Drift detection via success rate EMA and replay buffer for recovery - Comprehensive observability (diagnostics domain, latency tracking, error ring, time

tags:
[cell repeats an earlier one in this file: 106 characters]

normalized_content:
  topic diversity decay (0.5 decay factor for >0.85 cosine similarity overlaps) - behavioral training signals from fts hit overlap during sessions - drift detection via success rate ema and replay buffer for recovery - comprehensive observability (diagnostics domain, latency tracking, error ring, time


id: 3eb65356-3d1d-4c3b-b907-73fef64bb140
type: fact
source_id: c9721bcf-18b6-4b94-8b41-220a440a27a3
source_type: chunk
created_at: 2026-02-25T17:14:01.244Z
updated_at: 2026-02-25T17:14:01.244Z
updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
content_hash: b7a0a52b9dc75240923a153369621cb56568d4777fcde9975d4d32d7fbce3599
extraction_status: none
embedding_model: nomic-embed-text
content:
  line events) Two Explore agents were spawned to examine the X algorithm reference code in depth (architecture, scoring mechanisms, candidate pipeline, training signals, cold start patterns, feature engineering, and the Phoenix/Thunder/HomeMixer components).

tags:
[cell repeats an earlier one in this file: 106 characters]

normalized_content:
  line events) two explore agents were spawned to examine the x algorithm reference code in depth (architecture, scoring mechanisms, candidate pipeline, training signals, cold start patterns, feature engineering, and the phoenix/thunder/homemixer components)


id: ccd2ead8-674d-4a53-9c20-df406569ea8e
type: fact
source_type: session_end
tags: analytics,telemetry,architecture
created_at: 2026-02-25T20:56:12.570Z
updated_at: 2026-02-25T20:56:12.570Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 3598fe7a-19e3-42d7-8f64-b68a34106c31
last_accessed: 2026-03-03T09:47:21.437Z
extraction_status: none
content:
  signetai packages/daemon/src/analytics.ts implements an in-memory analytics accumulator for ephemeral counters per daemon lifetime, with durable backing provided by structured logs and memory_history table


id: 16a6b2d6-6339-4e39-a6f0-1d2bda16e820
type: fact
source_type: session_end
tags: error-handling,telemetry
created_at: 2026-02-25T20:56:12.570Z
updated_at: 2026-02-25T20:56:12.570Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 3598fe7a-19e3-42d7-8f64-b68a34106c31
extraction_status: none
content:
  signetai error tracking uses a stage-keyed taxonomy with six error stages: extraction, decision, embedding, mutation, connector—each with specific error codes


id: 29602c6a-b1c8-4dd7-aa3c-f0aeab935263
type: fact
source_id: 42c074a7-c0ab-47ca-b62f-29fddc987b0d
source_type: chunk
created_at: 2026-02-25T20:56:12.576Z
updated_at: 2026-02-25T20:56:12.576Z
updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
last_accessed: 2026-02-26T07:06:22.519Z
content_hash: 01b5c1c5b4fa1f6c1e9b8c0f30101ddea83acc3286def8e248fcca0c1f0c55a6
extraction_status: none
embedding_model: nomic-embed-text
content:
  ## Analytics & Telemetry Collection in signetai Nicholai asked how anonymous statistics about token usage, errors, and performance are collected in the signetai daemon. An exploration agent was dispatched to investigate the analytics system.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-analytics-telemetry-collection-in-signetai,hierarchical-section

normalized_content:
  ## analytics & telemetry collection in signetai nicholai asked how anonymous statistics about token usage, errors, and performance are collected in the signetai daemon. an exploration agent was dispatched to investigate the analytics system


id: 4edb0925-94fd-4696-b83f-19266ff0dd33
type: fact
source_id: 42c074a7-c0ab-47ca-b62f-29fddc987b0d
source_type: chunk
created_at: 2026-02-25T20:56:12.576Z
updated_at: 2026-02-25T20:56:12.576Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-26T07:06:22.519Z
content_hash: bd030d5ea2a05f79e0be6829f36fc19da7f90b4a8f8dd7ea57d5e761798ea97f
extraction_status: none
embedding_model: nomic-embed-text
content:
  Initial findings from `packages/daemon/src/analytics.ts` revealed that signetai uses an **in-memory analytics accumulator** for ephemeral counters during each daemon lifetime.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-analytics-telemetry-collection-in-signetai,hierarchical-section

normalized_content:
  initial findings from `packages/daemon/src/analytics.ts` revealed that signetai uses an **in-memory analytics accumulator** for ephemeral counters during each daemon lifetime


id: c8b7566e-e02a-4b07-96de-891be8f27a9d
type: fact
source_id: 42c074a7-c0ab-47ca-b62f-29fddc987b0d
source_type: chunk
created_at: 2026-02-25T20:56:12.576Z
updated_at: 2026-02-25T20:56:12.576Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-26T07:06:22.519Z
content_hash: 2052d33acee256e2b55a41939bfcf5b1af02a9ecf006cc211e273c538bfe7f5f
extraction_status: none
embedding_model: nomic-embed-text
content:
  The system does not persist analytics directly—instead, it relies on structured logs and the `memory_history` database table for durable backing of any metrics that need to survive restarts.

tags:
  openclaw,memory-log,2026-02-25,2026-02-25-analytics-telemetry-collection-in-signetai,hierarchical-section

normalized_content:
  the system does not persist analytics directly—instead, it relies on structured logs and the `memory_history` database table for durable backing of any metrics that need to survive restarts


id: 36bf87d9-3fc1-4591-84a7-745911c88409
type: fact
source_id: 42c074a7-c0ab-47ca-b62f-29fddc987b0d
source_type: chunk
created_at: 2026-02-25T20:56:12.576Z
updated_at: 2026-02-25T20:56:12.576Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-26T07:02:10.595Z
content_hash: 26de0c5e8ce3cc1f3e500db159c30057eaea3a1993f825a9e52500ad1d17f849
extraction_status: none
embedding_model: nomic-embed-text
content:
  Usage metrics include `EndpointStats` (count, errors, latency) and `ActorStats` (requests, remembers, recalls). Investigation was ongoing at session end.

tags:
[cell repeats an earlier one in this file: 105 characters]

normalized_content:
  usage metrics include `endpointstats` (count, errors, latency) and `actorstats` (requests, remembers, recalls). investigation was ongoing at session end


id: 7c33e21d-9b41-45ba-bbfd-e3c0750b2d68
type: fact
source_type: manual
tags: voice,tts,transcription
created_at: 2026-02-26T01:36:50.861Z
updated_at: 2026-02-26T01:36:50.861Z
updated_by: clawdbot
vector_clock: {}
who: clawdbot
why: explicit
last_accessed: 2026-02-26T07:21:55.640Z
content_hash: ef844069d7798e55357738b2327262f4d9ff3e276b53afb7e6a0000c8aa48346
extraction_status: none
embedding_model: nomic-embed-text
content:
  transcribe voice messages with hyprwhspr, respond with qwen3tts when VRAM available or signet-voice skill otherwise

normalized_content:
  transcribe voice messages with hyprwhspr, respond with qwen3tts when vram available or signet-voice skill otherwise


id: 80c1ae70-03cf-427c-bb0b-caea8852bd5e
type: fact
source_type: session_end
tags: openmarketui,project-structure,architecture
created_at: 2026-02-26T07:02:23.410Z
updated_at: 2026-02-26T07:02:23.410Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 2a294590-6d4c-4533-84d0-93151b090f63
last_accessed: 2026-03-02T06:29:49.205Z
extraction_status: none
content:
  OpenmarketUI is a monorepo prediction market trading platform combining Rust crates, Node.js packages, and a web UI, located at /home/nicholai/openmarketui


id: 7ccd376e-f0e0-4ffb-848e-50c789a16c3f
type: fact
source_type: session_end
tags: openmarketui,architecture,directory-structure
created_at: 2026-02-26T07:02:23.410Z
updated_at: 2026-02-26T07:02:23.410Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 2a294590-6d4c-4533-84d0-93151b090f63
last_accessed: 2026-02-26T07:21:55.640Z
extraction_status: none
content:
  The codebase includes Rust workspace (crates/pm-core, pm-store, pm-garden, pm-server), Python/Node.js trading engines (compost/kalshi, compost/polymarket), watchtower TUI, and web frontend components


id: e84ca743-7bfb-4d55-9832-db7b70705a89
type: preference
source_type: session_end
tags: nicholai,preferences,workflow
created_at: 2026-02-26T07:02:23.410Z
updated_at: 2026-02-26T07:02:23.410Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 2a294590-6d4c-4533-84d0-93151b090f63
last_accessed: 2026-02-26T07:21:55.640Z
extraction_status: none
content:
  Nicholai prefers naming consistency audits to be done via subagent deployment rather than manual checking, prioritizing comprehensive codebase coverage


id: f0240e10-8cf8-4937-bfba-3796f8610ecf
type: fact
source_id: 577689be-1aa4-4c9f-8170-74f05fdd8925
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-openmarketui-naming-audit,hierarchical-section
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updated_by: openclaw-memory
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who: openclaw-memory
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## OpenmarketUI Naming Audit Nicholai requested a comprehensive audit of the OpenmarketUI codebase to ensure the project name is reflected consistently across all files and configurations. An Explore-type subagent was deployed to systematically search for naming inconsistencies.

normalized_content:
  ## openmarketui naming audit nicholai requested a comprehensive audit of the openmarketui codebase to ensure the project name is reflected consistently across all files and configurations. an explore-type subagent was deployed to systematically search for naming inconsistencies


id: f335d723-5e40-43f3-b13e-b2dcfec496d5
type: fact
source_id: 577689be-1aa4-4c9f-8170-74f05fdd8925
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-openmarketui-naming-audit,hierarchical-section
created_at: 2026-02-26T07:02:23.416Z
updated_at: 2026-02-26T07:02:23.416Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The agent began conducting a thorough audit covering: - All package.json files and their `name` fields - All Cargo.toml files and package definitions - README files and documentation titles - HTML/meta tags and configuration files - The web/ directory components (index.astro, Layout.astro, etc.) The session initiated the exploration workflow but was still in progress at the time this snapshot was taken.

normalized_content:
  the agent began conducting a thorough audit covering: - all package.json files and their `name` fields - all cargo.toml files and package definitions - readme files and documentation titles - html/meta tags and configuration files - the web/ directory components (index.astro, layout.astro, etc.) the session initiated the exploration workflow but was still in progress at the time this snapshot was taken


id: 62c968e2-a8a3-424e-bc84-880cb082f3c1
type: fact
source_type: session_end
tags: openmarketui,web,astro,deployment
created_at: 2026-02-26T07:06:37.143Z
updated_at: 2026-02-26T07:06:37.143Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui/web
session_id: 76886eaf-e887-4ae7-b004-ff7b31c22309
extraction_status: none
content:
  The web/ directory in openmarketui contains an Astro-based site (astro.config.mjs, src/, public/) deployed to Cloudflare Pages via wrangler


id: 38a61164-88a0-462f-8b79-98d1fe929d4b
type: fact
source_type: session_end
tags: openmarketui,design,skill
created_at: 2026-02-26T07:06:37.143Z
updated_at: 2026-02-26T07:06:37.143Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui/web
session_id: 76886eaf-e887-4ae7-b004-ff7b31c22309
last_accessed: 2026-02-26T07:16:11.398Z
extraction_status: none
content:
  openmarketui-design skill is available for refining UI and design system implementation in the OpenMarketUI project


id: cfd7f31a-9c15-48f9-b8a1-80be6cd167f4
type: procedural
source_id: 72d48740-6347-4fcb-9b26-ff8ee6ae9705
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tags: openclaw,memory-log,2026-02-26,2026-02-26-openmarketui-design-refinement,hierarchical-section
created_at: 2026-02-26T07:06:37.147Z
updated_at: 2026-02-26T07:25:10.850Z
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who: openclaw-memory
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The `/openmarketui-design` skill accepts design annotations extracted from screenshots as input for design refinement

normalized_content:
  the `/openmarketui-design` skill accepts design annotations extracted from screenshots as input for design refinement


id: 7b933b4a-b0ae-4e4e-9f1d-13da5df6ccd2
type: fact
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tags: openclaw,memory-log,2026-02-26,2026-02-26-openmarketui-design-refinement,hierarchical-section
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The user provided detailed visual design specifications as reference material for matching the site more closely to their intended design system. The web directory contains an Astro-based static site deployed to Cloudflare Pages.

normalized_content:
  the user provided detailed visual design specifications as reference material for matching the site more closely to their intended design system. the web directory contains an astro-based static site deployed to cloudflare pages


id: df9e52d3-1196-4ef0-a54a-c570ef76bd61
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updated_at: 2026-02-26T07:06:37.147Z
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extraction_status: completed
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content:
  User is working to align the visual presentation with OpenMarketUI's design system specifications. Session state: Design specification review initiated; full refinement work not yet visible in conversation history due to truncation.

normalized_content:
  user is working to align the visual presentation with openmarketui's design system specifications. session state: design specification review initiated; full refinement work not yet visible in conversation history due to truncation


id: 9d939814-aed0-44ce-ac6a-a8cf84d75f14
type: fact
source_id: openclaw:2026-02-26-session-initialization:916090ae0fec4be1
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-session-initialization,hierarchical-section
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content:
  ## Session Initialization Session started at 07:08 UTC with Signet hook execution and Claude Code remote control bridge activated. No coding work was performed in this session—only initialization occurred.

normalized_content:
  ## session initialization session started at 07:08 utc with signet hook execution and claude code remote control bridge activated. no coding work was performed in this session—only initialization occurred


id: 8d1316d3-3a7d-4508-9a67-03f7d02180bd
type: decision
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source_type: pipeline-v2
created_at: 2026-02-26T07:12:45.372Z
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extraction_status: completed
embedding_model: nomic-embed-text
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content:
  TypeScript code in this project must use `unknown` with narrowing instead of `any` types, as documented in CLAUDE.md

normalized_content:
  typescript code in this project must use `unknown` with narrowing instead of `any` types, as documented in claude.md


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source_id: openclaw:2026-02-26-session-initialization-2:33a75c4754a5bfb6
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embedding_model: nomic-embed-text
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content:
  ## Session Initialization Session started on openmarketui repository. No substantive work or discussions occurred—session only shows startup hook execution and bridge status confirmation.

normalized_content:
  ## session initialization session started on openmarketui repository. no substantive work or discussions occurred—session only shows startup hook execution and bridge status confirmation


id: 9e31f3c3-4253-4be0-9967-38e71f630242
type: decision
source_type: session_end
tags: architecture,product-vision,openmarketui
created_at: 2026-02-26T07:22:01.519Z
updated_at: 2026-02-26T07:22:01.519Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: edb46720-3cfc-4914-84e7-abbfd80b5906
last_accessed: 2026-02-26T07:56:23.739Z
extraction_status: none
content:
  OpenMarketUI is a trading strategy IDE with UI-first architecture — the web and watchtower layers are the actual product surface where users compose strategies and train models, not auxiliary interfaces for a backend engine.


id: 70b244dc-0a16-48e7-ae47-adfc96620144
type: fact
source_type: session_end
tags: architecture,backend,openmarketui
created_at: 2026-02-26T07:22:01.519Z
updated_at: 2026-02-26T07:22:01.519Z
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who: claude-code
project: /home/nicholai/openmarketui
session_id: edb46720-3cfc-4914-84e7-abbfd80b5906
last_accessed: 2026-02-26T07:56:23.739Z
extraction_status: none
content:
  The Rust backend in OpenMarketUI (execution, backtesting, scoring pipeline) is an enabler for the interface-first product, not the primary deliverable.


id: aaabfbd2-9ce1-45df-b674-a23861821439
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tags: openclaw,memory-log,2026-02-26,2026-02-26-project-scope-clarification,hierarchical-section
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updated_at: 2026-02-26T07:22:01.523Z
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content:
  ## Project Scope Clarification Brief session focused on establishing correct understanding of OpenMarketUI's core purpose.

normalized_content:
  ## project scope clarification brief session focused on establishing correct understanding of openmarketui's core purpose


id: 5f725251-d4b8-423d-841e-05d6998b2fc6
type: rationale
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tags: openclaw,memory-log,2026-02-26,2026-02-26-project-scope-clarification,hierarchical-section
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who: openclaw-memory
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  In the UI-first mental model for OpenMarketUI, the web and watchtower UI layers are recognized as the actual product surface that users interact with, rather than merely being interfaces to a backend engine

normalized_content:
  in the ui-first mental model for openmarketui, the web and watchtower ui layers are recognized as the actual product surface that users interact with, rather than merely being interfaces to a backend engine


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tags: openclaw,memory-log,2026-02-26,2026-02-26-project-scope-clarification,hierarchical-section
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who: openclaw-memory
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Rust backend provides the heavy lifting (execution, backtesting, scoring pipeline) but is enabler, not the primary deliverable. Architecture and pipeline remain unchanged: Source → Filter → Scorer → Selector → OrderExecutor with agricultural metaphor (specimens, beds, harvests, immune system).

normalized_content:
  rust backend provides the heavy lifting (execution, backtesting, scoring pipeline) but is enabler, not the primary deliverable. architecture and pipeline remain unchanged: source → filter → scorer → selector → orderexecutor with agricultural metaphor (specimens, beds, harvests, immune system)


id: 60e12718-0453-40a3-a48e-100fdb120948
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tags: openclaw,memory-log,2026-02-26,2026-02-26-project-scope-clarification,hierarchical-section
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Kalshi in Rust; Polymarket (weather markets) in Python planned. No code changes this session. Focus was repositioning mental model of the project as UI-first product rather than backend engine.

normalized_content:
  kalshi in rust; polymarket (weather markets) in python planned. no code changes this session. focus was repositioning mental model of the project as ui-first product rather than backend engine


id: b72b4eb6-5328-4377-a19b-2bd9d91605d2
type: decision
source_id: f0240e10-8cf8-4937-bfba-3796f8610ecf
source_type: pipeline-v2
created_at: 2026-02-26T07:22:27.409Z
updated_at: 2026-02-26T07:22:27.409Z
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Nicholai requested a comprehensive audit of the OpenMarketUI codebase to ensure the project name is reflected consistently across all files and configurations

normalized_content:
  nicholai requested a comprehensive audit of the openmarketui codebase to ensure the project name is reflected consistently across all files and configurations


id: 95a01a6a-f295-4d7e-bc55-d394d98529ed
type: semantic
source_id: f0240e10-8cf8-4937-bfba-3796f8610ecf
source_type: pipeline-v2
created_at: 2026-02-26T07:22:27.409Z
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who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-26T07:56:23.739Z
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The Explore subagent is used for automating systematic searches across codebases for pattern matching and inconsistency detection

normalized_content:
  the explore subagent is used for automating systematic searches across codebases for pattern matching and inconsistency detection


id: 02932cd8-b42a-47bf-bf00-c31b57debce5
type: fact
source_id: openclaw:2026-02-26-session-start:504402317ec3d780
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-session-start,hierarchical-section
created_at: 2026-02-26T07:22:37.573Z
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extraction_status: completed
embedding_model: nomic-embed-text
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content:
  ## Session Start Session initialized for openmarketui project at `/home/nicholai/openmarketui` on main branch. Remote control bridge activated. No coding work or changes completed in this session — only initialization housekeeping via Signet hook.

normalized_content:
  ## session start session initialized for openmarketui project at `/home/nicholai/openmarketui` on main branch. remote control bridge activated. no coding work or changes completed in this session — only initialization housekeeping via signet hook


id: ba8966e9-4914-437c-9a82-48eba2729a01
type: fact
source_type: session_end
tags: monorepo,turborepo,pnpm,architecture
created_at: 2026-02-26T07:23:13.329Z
updated_at: 2026-02-26T07:23:13.329Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 66fbe30f-be32-4c80-b6ff-3d4eb59d66e6
last_accessed: 2026-02-26T08:55:43.116Z
extraction_status: none
content:
  openmarketui uses Turborepo + pnpm workspaces for monorepo orchestration with both Rust (cargo) and JavaScript (bun/pnpm) package managers


id: becf261b-e488-468a-b127-f4d6cb8430f9
type: fact
source_type: session_end
tags: javascript,workspace,packages
created_at: 2026-02-26T07:23:13.329Z
updated_at: 2026-02-26T07:23:13.329Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 66fbe30f-be32-4c80-b6ff-3d4eb59d66e6
last_accessed: 2026-02-26T08:53:28.272Z
extraction_status: none
content:
  JavaScript workspace consists of watchtower (opentui React terminal UI for monitoring) and web (Astro landing page on Cloudflare Pages)


id: 32fc2d59-e01e-4b0c-ab35-650ac6e37d7c
type: procedural
source_id: openclaw:2026-02-26-monorepo-management-skill-review:b1d66547f4cecf31
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-monorepo-management-skill-review,hierarchical-section
created_at: 2026-02-26T07:23:13.333Z
updated_at: 2026-02-26T07:38:58.433Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  User reviewed guidance on monorepo best practices and conventions but did not apply changes to the project structure

normalized_content:
  user reviewed guidance on monorepo best practices and conventions but did not apply changes to the project structure


id: 20168579-8a1c-4518-b5c6-e41962e75f9b
type: semantic
source_id: openclaw:2026-02-26-monorepo-management-skill-review:2cc7dfa11f71bb52
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tags: openclaw,memory-log,2026-02-26,2026-02-26-monorepo-management-skill-review,hierarchical-section
created_at: 2026-02-26T07:23:13.361Z
updated_at: 2026-02-26T07:38:03.966Z
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vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bbcd1d2197396ea539a8f91ea361daeec9c4183e3d8b528af20acf2546e6129d
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  OpenMarketUI project directory structure includes compost (standalone trading engines), data (market data), docs (documentation), and tools (Python utility scripts)

normalized_content:
  openmarketui project directory structure includes compost (standalone trading engines), data (market data), docs (documentation), and tools (python utility scripts)


id: b2e99638-cf7d-4bde-b5a6-1cb86483997b
type: fact
source_id: openclaw:2026-02-26-monorepo-management-skill-review:aaeb75302699a7c8
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-monorepo-management-skill-review,hierarchical-section
created_at: 2026-02-26T07:23:13.375Z
updated_at: 2026-02-26T07:23:13.375Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
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content_hash: b2a8901921df64903e2e07e00d65e2b509de94acdcba6ce6947392ac93ce833c
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embedding_model: nomic-embed-text
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content:
  ## Next Steps No implementation changes were made in this session. The user reviewed guidance on monorepo best practices and conventions but did not yet apply specific changes to the project structure. Ready to implement recommendations when user directs specific scaffolding work.

normalized_content:
  ## next steps no implementation changes were made in this session. the user reviewed guidance on monorepo best practices and conventions but did not yet apply specific changes to the project structure. ready to implement recommendations when user directs specific scaffolding work


id: 9e55e0c8-a7f2-478b-89df-cda4dab9a56c
type: fact
source_id: ab44f6e2-6345-4539-8a94-0702be5113ac
source_type: pipeline-v2
created_at: 2026-02-26T07:32:44.232Z
updated_at: 2026-02-26T07:32:44.232Z
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last_accessed: 2026-02-26T07:56:23.739Z
content_hash: 644d308769840f8640f6cce0cb90d31cf18cf93d82d55ee32906ba075d4ecb76
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The OpenMarketUI trading pipeline follows a trait-based architecture: Source → Filter → Scorer → Selector → OrderExecutor

normalized_content:
  the openmarketui trading pipeline follows a trait-based architecture: source → filter → scorer → selector → orderexecutor


id: 9727cdc8-0383-412d-935f-51e3fb810e05
type: fact
source_id: openclaw:2026-02-26-session-initialization-3:3cf7ad7ce6a5bd02
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-session-initialization-3,hierarchical-section
created_at: 2026-02-26T07:34:13.680Z
updated_at: 2026-02-26T07:34:13.680Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: dcfb41ddf7cf96b63d137a562506f6990abfc6954f2a45b51ece921b1e05d783
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Session Initialization Session started with Signet hook integration active. Remote control bridge established at `/remote-control`. No substantive coding work or discussions occurred during this session interval — only system initialization and bridge status confirmation.

normalized_content:
  ## session initialization session started with signet hook integration active. remote control bridge established at `/remote-control`. no substantive coding work or discussions occurred during this session interval — only system initialization and bridge status confirmation


id: 8d816146-4ab5-42e3-add9-204716d97290
type: decision
source_type: session_end
tags: watchtower,architecture,goal
created_at: 2026-02-26T07:55:19.196Z
updated_at: 2026-02-26T07:55:19.196Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 0f9726ad-8674-4919-8ec9-4a310c259b7c
last_accessed: 2026-03-02T06:29:56.099Z
extraction_status: none
content:
  watchtower goal is to support both opentui terminal rendering and web browser rendering from a single React codebase


id: 0cf1cccc-9aa9-4d11-86b9-7a1a07353831
type: fact
source_type: session_end
tags: watchtower,tech-stack
created_at: 2026-02-26T07:55:19.196Z
updated_at: 2026-02-26T07:55:19.196Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 0f9726ad-8674-4919-8ec9-4a310c259b7c
last_accessed: 2026-02-26T08:55:43.116Z
extraction_status: none
content:
  watchtower uses React, opentui (terminal rendering layer), and Zustand for state management with WebSocket connections to pm-server


id: e3ff243c-2541-40f0-aef9-c7b06a5dc1f5
type: fact
source_id: 7f2222a2-db04-4adf-8d16-154678fe6336
source_type: chunk
created_at: 2026-02-26T07:55:19.202Z
updated_at: 2026-02-26T07:55:19.202Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: fbbb2bfb884381e85b461fe2c7081ffca602ac04688d64be37959c9f6190d080
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Watchtower Web UI Architecture Planning Nicholai requested enhancement to make watchtower function as both a terminal UI and web UI.

tags:
  openclaw,memory-log,2026-02-26,2026-02-26-watchtower-web-ui-architecture-planning,hierarchical-section

normalized_content:
  ## watchtower web ui architecture planning nicholai requested enhancement to make watchtower function as both a terminal ui and web ui


id: ebb980c0-4521-4282-ad50-463e31b384f9
type: semantic
source_id: 7f2222a2-db04-4adf-8d16-154678fe6336
source_type: chunk
created_at: 2026-02-26T07:55:19.202Z
updated_at: 2026-02-27T05:39:13.221Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b9b0032cb6a8616c3176b27a0c15052640af8fe73469d26066dc0edea591a91b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The `watchtower/` directory contains a React terminal UI built with opentui and zustand, published as NPM package `openmarketui-watchtower`

tags:
  openclaw,memory-log,2026-02-26,2026-02-26-watchtower-web-ui-architecture-planning,hierarchical-section

normalized_content:
  the `watchtower/` directory contains a react terminal ui built with opentui and zustand, published as npm package `openmarketui-watchtower`


id: b8ef693d-fd9d-474d-ba16-3d5a69f3a0fc
type: procedural
source_id: 7f2222a2-db04-4adf-8d16-154678fe6336
source_type: chunk
created_at: 2026-02-26T07:55:19.202Z
updated_at: 2026-02-26T07:58:52.971Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bd14326b2d9fe85999061dbda522c8dbdc7cd4b48b3c690cd4fa3ff1d2a55af1
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  An Explore agent investigation of openmarketui codebase covered: file structure, package.json configuration and entry points, bootstrapping logic, opentui integration patterns, React component structure, state management implementation, data fetching mechanisms, and TypeScript/build configuration

tags:
  openclaw,memory-log,2026-02-26,2026-02-26-watchtower-web-ui-architecture-planning,hierarchical-section

normalized_content:
  an explore agent investigation of openmarketui codebase covered: file structure, package.json configuration and entry points, bootstrapping logic, opentui integration patterns, react component structure, state management implementation, data fetching mechanisms, and typescript/build configuration


id: 0edf0e44-0a45-41fa-8267-b32230148818
type: fact
source_id: 7f2222a2-db04-4adf-8d16-154678fe6336
source_type: chunk
created_at: 2026-02-26T07:55:19.202Z
updated_at: 2026-02-26T07:55:19.202Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: eb89afb427bcec1a11248ce150406124144c80aad76a567bc7243800908b4c32
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Session Status: Architecture exploration in early stages (Explore agent initiated). Next step: review findings and design approach for dual-mode (TUI + web) rendering.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  session status: architecture exploration in early stages (explore agent initiated). next step: review findings and design approach for dual-mode (tui + web) rendering


id: 86cdb25f-f265-4de6-b639-e0db012751e2
type: fact
source_type: session_end
tags: architecture,pipeline,openmarketui
created_at: 2026-02-26T07:56:43.290Z
updated_at: 2026-02-26T07:56:43.290Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5737ca97-15e9-4f30-99d6-828825b15233
last_accessed: 2026-02-26T08:55:43.116Z
extraction_status: none
content:
  OpenMarketUI pipeline architecture flows as: Source → Filter → Scorer → Selector → OrderExecutor, with all traits defined in crates/pm-core/src/traits.rs


id: 97ff1a90-25d5-4238-b1a3-05974ea00550
type: fact
source_type: session_end
tags: microgpt,reference,ml-model,autograd
created_at: 2026-02-26T07:56:43.290Z
updated_at: 2026-02-26T07:56:43.290Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5737ca97-15e9-4f30-99d6-828825b15233
last_accessed: 2026-02-26T08:55:43.116Z
extraction_status: none
content:
  MicroGPT reference (references/microgpt/src/main.rs) is a Rust implementation of Karpathy's microgpt.py using operation-level autograd with Vec<f64> tensor operations instead of scalar Value nodes for efficiency


id: 6c7599f4-3a0e-46cb-97b1-a5b3ff8b335e
type: decision
source_type: session_end
tags: signet,docs,naming
created_at: 2026-02-26T07:56:43.290Z
updated_at: 2026-02-26T07:56:43.290Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5737ca97-15e9-4f30-99d6-828825b15233
last_accessed: 2026-02-26T08:55:43.116Z
extraction_status: none
content:
  docs/cross-attention.md contains the Signet Memory Pipeline v2 Implementation Specification, not trading-specific cross-attention architecture


id: 058e4ae9-98ac-42af-83f6-f97f2f77894e
type: goal
source_type: session_end
tags: openmarketui,ml-integration,trading
created_at: 2026-02-26T07:56:43.290Z
updated_at: 2026-02-26T07:56:43.290Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5737ca97-15e9-4f30-99d6-828825b15233
last_accessed: 2026-02-26T08:55:43.116Z
extraction_status: none
content:
  User goal: integrate an ML model (like microgpt) alongside the heuristic trading pipeline in OpenMarketUI for enhanced strategy evaluation


id: 1b780668-166c-4e36-9f1f-62c0153ddec2
type: fact
source_id: 6d257f29-4755-4980-9507-388d69c53de9
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-model-integration-exploration,hierarchical-section
created_at: 2026-02-26T07:56:43.296Z
updated_at: 2026-02-26T08:00:54.182Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: f8610663eef56b5cf0d4822f82c2eae6ebd252f22912f90752a129f4969e7e6b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  OpenMarketUI currently operates with a heuristic-based trading pipeline that the proposed ML model would integrate alongside

normalized_content:
  openmarketui currently operates with a heuristic-based trading pipeline that the proposed ml model would integrate alongside


id: a58ec62d-e6fc-494d-859b-d5a90de56fa1
type: rationale
source_id: 6d257f29-4755-4980-9507-388d69c53de9
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-model-integration-exploration,hierarchical-section
created_at: 2026-02-26T07:56:43.296Z
updated_at: 2026-02-26T08:02:47.198Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: d4123ac81bbc17bf7be43f8b4b90d693bcdf04c835cea9cacf4a6cd7ea52805f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  MicroGPT's operation-level autograd optimization reduces memory and computational overhead by using single tape entries per operation instead of thousands of scalar Value nodes that would be created in a naive implementation

normalized_content:
  microgpt's operation-level autograd optimization reduces memory and computational overhead by using single tape entries per operation instead of thousands of scalar value nodes that would be created in a naive implementation


id: b89f598b-0d28-44e2-bf39-d4b1a33e66e6
type: learning
source_id: 6d257f29-4755-4980-9507-388d69c53de9
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-model-integration-exploration,hierarchical-section
created_at: 2026-02-26T07:56:43.296Z
updated_at: 2026-02-26T07:56:43.296Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b42fda254552dfb359cfa664ae18643b5cffc624432e0c288c516dcdb4edabb6
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Note: `docs/cross-attention.md` was discovered to be the Signet Memory Pipeline v2 spec rather than a trading-specific cross-attention design, suggesting the filename may be misleading or the reference intent differed from the actual content.

normalized_content:
  note: `docs/cross-attention.md` was discovered to be the signet memory pipeline v2 spec rather than a trading-specific cross-attention design, suggesting the filename may be misleading or the reference intent differed from the actual content


id: 2a459878-70cf-4ca8-983c-b1445c614c48
type: fact
source_id: 6d257f29-4755-4980-9507-388d69c53de9
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-model-integration-exploration,hierarchical-section
created_at: 2026-02-26T07:56:43.296Z
updated_at: 2026-02-26T07:56:43.296Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: adf4241561b25346693b4bf94afdaf8bf5604f5036238d5349071c6b2cb33a71
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Session was in initial exploration/orientation phase when captured. No implementation work had begun yet.

normalized_content:
  session was in initial exploration/orientation phase when captured. no implementation work had begun yet


id: 780b1768-8300-48b4-98b5-85837842ae64
type: issue
source_id: openclaw:2026-02-26-pm-server-build-initiation:08e320f89c4da713
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-pm-server-build-initiation,hierarchical-section
created_at: 2026-02-26T08:14:41.498Z
updated_at: 2026-02-26T08:14:41.498Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 9c4fda66af60a6063ac4f885e3b82d02bd68d6854198deb4c898101f747d213e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## PM Server Build Initiation Nicholai requested to build and run the pm-server. Claude issued `cargo build --release -p pm-server` to perform a release build. Compilation of workspace crates (pm-core, pm-garden, axum, tokio-tungstenite, and dependencies) began successfully. The session ended mid-compilation; the build did not complete and the server was not run.

normalized_content:
  ## pm server build initiation nicholai requested to build and run the pm-server. claude issued `cargo build --release -p pm-server` to perform a release build. compilation of workspace crates (pm-core, pm-garden, axum, tokio-tungstenite, and dependencies) began successfully. the session ended mid-compilation; the build did not complete and the server was not run


id: 1466eb83-5885-45de-93b0-9da3a434ffc7
type: task
source_type: session_end
tags: watchtower,feature,backdata,ui
created_at: 2026-02-26T08:53:45.121Z
updated_at: 2026-02-26T08:53:45.121Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: c49cfe41-eb81-4320-80a1-93d49af78178
last_accessed: 2026-03-02T07:08:11.563Z
extraction_status: none
content:
  Watchtower UI needs a backdata collection interface to allow users to pull historical market data from the terminal


id: e993d638-f95d-4ae8-9602-dd4f850516f6
type: fact
source_id: openclaw:2026-02-26-session-initialization-4:1386f3b8b4a7f004
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-session-initialization-4,hierarchical-section
created_at: 2026-02-26T08:53:45.127Z
updated_at: 2026-02-26T08:53:45.127Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 1cd410d9a9b75c29be1b1df9baded45ffdee8af1e6aa49dd3df4ee847fd47fc8
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Session Initialization Session began at 07:55 UTC. User invoked the interface-design skill to begin work on adding a backdata collection feature to the watchtower terminal UI.

normalized_content:
  ## session initialization session began at 07:55 utc. user invoked the interface-design skill to begin work on adding a backdata collection feature to the watchtower terminal ui


id: 2b051df2-5c59-4454-a809-5cb5a0566585
type: fact
source_id: openclaw:2026-02-26-session-initialization-4:0fb669d5f5731b51
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-session-initialization-4,hierarchical-section
created_at: 2026-02-26T08:53:45.803Z
updated_at: 2026-02-26T08:53:45.803Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-26T09:15:04.161Z
content_hash: c8e4d5a7cf16f945b6f2dba6eafecb68eca149d2fb000416c848c4a98b62f4ce
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Task Scope The objective is to design a user interface within watchtower that enables users to pull and collect historical market data (backdata). The interface-design skill was loaded to guide the design process following craft-first principles: exploring the product domain, defining user intent, identifying signature elements, and avoiding generic defaults.

normalized_content:
  ## task scope the objective is to design a user interface within watchtower that enables users to pull and collect historical market data (backdata). the interface-design skill was loaded to guide the design process following craft-first principles: exploring the product domain, defining user intent, identifying signature elements, and avoiding generic defaults


id: ad3de977-52ce-42de-a791-fcddc9d151af
type: procedural
source_id: openclaw:2026-02-26-session-initialization-4:048ae61c0f747051
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-26,2026-02-26-session-initialization-4,hierarchical-section
created_at: 2026-02-26T08:53:45.822Z
updated_at: 2026-02-26T08:56:59.105Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-26T09:15:04.161Z
content_hash: 041e37d8896ac65ba76f4d2657d0f551626b319d77be78585a16c8936f391071
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The project workflow includes three sequential phases: methodology establishment (via documentation), exploration phase, and proposal phase

normalized_content:
  the project workflow includes three sequential phases: methodology establishment (via documentation), exploration phase, and proposal phase


id: c7b1fcb8-7e64-4417-b2bb-995fe72c55aa
type: procedural
source_id: 2b051df2-5c59-4454-a809-5cb5a0566585
source_type: pipeline-v2
created_at: 2026-02-26T08:55:53.171Z
updated_at: 2026-02-26T08:55:53.171Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T05:20:55.413Z
content_hash: f8324ea579d9e75b3f398cf69fd4fbc75b6c7b1bfe1fe903476d308e83cde046
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The watchtower UI design follows craft-first principles that include: exploring the product domain, defining user intent, identifying signature elements, and avoiding generic defaults

normalized_content:
  the watchtower ui design follows craft-first principles that include: exploring the product domain, defining user intent, identifying signature elements, and avoiding generic defaults


id: c5075bb1-3bfc-4295-8b39-4f1fa5e4b91c
type: fact
source_type: session_end
tags: system,audio
created_at: 2026-02-26T09:12:47.347Z
updated_at: 2026-02-26T09:12:47.347Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f75df3fb-0d48-40c0-900e-1342742a36ad
last_accessed: 2026-02-27T05:05:41.272Z
extraction_status: none
content:
  Arch Linux system (kernel 6.18.9-arch1-2) uses PipeWire 1.4.10 with PulseAudio compatibility layer for audio management


id: bb472c41-1f97-461a-809a-29d4c8c5a23d
type: preference
source_type: session_end
tags: audio,hardware,preference
created_at: 2026-02-26T09:12:47.347Z
updated_at: 2026-02-26T09:12:47.347Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: f75df3fb-0d48-40c0-900e-1342742a36ad
last_accessed: 2026-02-27T05:05:41.272Z
extraction_status: none
content:
  HDMI audio output (alsa_output.pci-0000_01_00.1.hdmi-stereo) is the intended primary sink, not the USB BurrBrown DAC interface


id: c13a698d-de80-4934-accf-993af8613ff9
type: issue
source_id: 5ffc9b23-0d8b-4c44-8dd9-e018c87cf340
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-audio-playback-issue-troubleshooting,hierarchical-section
created_at: 2026-02-26T09:12:47.355Z
updated_at: 2026-02-26T09:12:47.355Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T03:33:32.310Z
content_hash: c6b75bd9b4764d09d1f19afd269134f088c80dda999388d42cfbcf72a5efdf25
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Audio Playback Issue Troubleshooting Nicholai reported system audio not playing back. Ran `pactl` diagnostics and found that PipeWire 1.4.10 was configured with two sinks: a USB BurrBrown audio interface (SUSPENDED) and HDMI stereo output (RUNNING).

normalized_content:
  ## audio playback issue troubleshooting nicholai reported system audio not playing back. ran `pactl` diagnostics and found that pipewire 1.4.10 was configured with two sinks: a usb burrbrown audio interface (suspended) and hdmi stereo output (running)


id: 6e8ce6a1-4c0a-42de-a7b7-b7edddc45930
type: fact
source_id: 5ffc9b23-0d8b-4c44-8dd9-e018c87cf340
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-audio-playback-issue-troubleshooting,hierarchical-section
created_at: 2026-02-26T09:12:47.355Z
updated_at: 2026-02-26T09:12:47.355Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-26T09:15:04.161Z
content_hash: 3d0a0b02d2a3176540fd200906ad4f81691f4077209c677fdc3a2c5cea1fadfa
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The HDMI sink was set as the default and showed RUNNING status, but no audio was outputting. Initial troubleshooting suggested the USB sink might be interfering, but Nicholai clarified that HDMI is the correct intended output.

normalized_content:
  the hdmi sink was set as the default and showed running status, but no audio was outputting. initial troubleshooting suggested the usb sink might be interfering, but nicholai clarified that hdmi is the correct intended output


id: bf013e6b-22a6-44b7-b5b4-40ee7b4797ea
type: issue
source_id: 5ffc9b23-0d8b-4c44-8dd9-e018c87cf340
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-audio-playback-issue-troubleshooting,hierarchical-section
created_at: 2026-02-26T09:12:47.355Z
updated_at: 2026-02-26T09:12:47.355Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-26T09:15:04.161Z
content_hash: 4a16940e2943e0e39b5b7627394ab39140d244240c21d46cd9ce1ff809364118
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Session ended with the diagnosis complete but root cause not yet identified—likely a mute status, volume level, or missing sink inputs issue.

normalized_content:
  session ended with the diagnosis complete but root cause not yet identified—likely a mute status, volume level, or missing sink inputs issue


id: 07b7a84b-146b-4b96-a127-dd7de5cc2897
type: decision
source_type: session_end
tags: watchtower,ui,layout,overview-tab
created_at: 2026-02-26T09:16:53.200Z
updated_at: 2026-02-26T09:16:53.200Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5c71a30b-1c3a-427d-b948-8ba1c5f0bb80
last_accessed: 2026-03-02T07:08:11.563Z
extraction_status: none
content:
  watchtower overview tab will have a two-column layout with SessionControlStrip panel (width: 38) on left and strategies table (flexGrow: 1) on right


id: 033de493-d3d6-4821-910a-95848d5fb97c
type: fact
source_type: session_end
tags: watchtower,component,session-control
created_at: 2026-02-26T09:16:53.200Z
updated_at: 2026-02-26T09:16:53.200Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5c71a30b-1c3a-427d-b948-8ba1c5f0bb80
extraction_status: none
content:
  SessionControlStrip component will display mode badge, active preset name/capital, engine status, and contextual keybinding hints


id: da133c65-c9a8-4b57-9a75-c1ced4309b8f
type: decision
source_type: session_end
tags: watchtower,store,useModeStore
created_at: 2026-02-26T09:16:53.200Z
updated_at: 2026-02-26T09:16:53.200Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5c71a30b-1c3a-427d-b948-8ba1c5f0bb80
extraction_status: none
content:
  useModeStore needs two new actions: cyclePreset(delta) for wrapping around preset list when idle, and adjustBacktestSpeed(delta) clamping backtestIntervalHours 1-24


id: ed29bf94-d72d-4890-97e9-d6c287727e6b
type: decision
source_type: session_end
tags: watchtower,keybindings,overview-tab
created_at: 2026-02-26T09:16:53.200Z
updated_at: 2026-02-26T09:16:53.200Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5c71a30b-1c3a-427d-b948-8ba1c5f0bb80
extraction_status: none
content:
  Overview tab keybindings are tab-gated (activeTab === 'overview' && menuScreen === 'closed') to avoid conflicts: b=backtest, p=paper, x=stop, space=pause/resume, comma/period=cycle presets, c=config, +/-=adjust speed


id: f5701f11-a4c7-4946-a24e-a1bee247080d
type: decision
source_type: session_end
tags: watchtower,backtest-ui,progress
created_at: 2026-02-26T09:16:53.200Z
updated_at: 2026-02-26T09:16:53.200Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5c71a30b-1c3a-427d-b948-8ba1c5f0bb80
extraction_status: none
content:
  Backtest progress will render inline on overview tab (progress bar, phase, elapsed time, speed control) instead of full-screen overlay when tab is active


id: c7620c4e-8920-48f1-bad7-21cc08b8caa4
type: decision
source_type: session_end
tags: watchtower,refactor,utils
created_at: 2026-02-26T09:16:53.200Z
updated_at: 2026-02-26T09:16:53.200Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5c71a30b-1c3a-427d-b948-8ba1c5f0bb80
extraction_status: none
content:
  formatDuration and renderProgressBar utilities will be extracted from BacktestProgress.tsx to shared watchtower/src/utils/format.ts


id: 60522f37-4f88-42cc-b739-3c15fe84fffd
type: decision
source_type: session_end
tags: watchtower,backtest-ui,overlay
created_at: 2026-02-26T09:16:53.200Z
updated_at: 2026-02-26T09:16:53.200Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: 5c71a30b-1c3a-427d-b948-8ba1c5f0bb80
extraction_status: none
content:
  Full-screen backtest overlay will be suppressed on overview tab but still display on non-overview tabs (engine, data tabs unchanged)


id: 5406f67a-2a3c-43e9-aea6-5722dda5c045
type: fact
source_id: 2a7a5616-c403-41b4-abaf-db4045382423
source_type: chunk
created_at: 2026-02-26T09:16:53.206Z
updated_at: 2026-02-26T09:16:53.206Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T05:20:55.413Z
content_hash: 8616db6a65ef2e69edabf5f9a0cc1bcd8d64d37ebdeab43b019f243faf5bdbae
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Overview Tab Session Controls Implementation Plan Nicholai provided a detailed implementation plan for adding direct session control to the watchtower overview tab.

tags:
  openclaw,memory-log,2026-02-26,2026-02-26-overview-tab-session-controls-implementation-plan,hierarchical-section

normalized_content:
  ## overview tab session controls implementation plan nicholai provided a detailed implementation plan for adding direct session control to the watchtower overview tab


id: 9d6c1fb5-f4c2-4337-9520-0f10ef41a642
type: rationale
source_id: 2a7a5616-c403-41b4-abaf-db4045382423
source_type: chunk
created_at: 2026-02-26T09:16:53.206Z
updated_at: 2026-02-26T09:20:22.858Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T03:35:54.082Z
content_hash: 30da18af1269888ba705b4c57f5e161374851cce1bec02f1504f5a1d3f9571b0
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Tab-gated keybindings were chosen for watchtower to avoid conflicts when the same key has different meanings in different tab contexts

tags:
  openclaw,memory-log,2026-02-26,2026-02-26-overview-tab-session-controls-implementation-plan,hierarchical-section

normalized_content:
  tab-gated keybindings were chosen for watchtower to avoid conflicts when the same key has different meanings in different tab contexts


id: 8a2a0291-64ba-49ec-8c0f-c5d3f62ac7f4
type: decision
source_id: 2a7a5616-c403-41b4-abaf-db4045382423
source_type: chunk
created_at: 2026-02-26T09:16:53.206Z
updated_at: 2026-02-26T09:20:22.855Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T03:35:54.082Z
content_hash: bbca342d74d8ec8de8d13fa5d4b233e46cb05106f3fdaa7ba4a96d2bbed69c8b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The watchtower terminal UI uses a two-column layout with session control strip (width: 38) on left and strategies table (flexGrow: 1) on right

tags:
[cell repeats an earlier one in this file: 112 characters]

normalized_content:
  the watchtower terminal ui uses a two-column layout with session control strip (width: 38) on left and strategies table (flexgrow: 1) on right


id: a0f58ecb-f2d2-449b-b756-420df6e5d52c
type: decision
source_id: 9d6c1fb5-f4c2-4337-9520-0f10ef41a642
source_type: pipeline-v2
created_at: 2026-02-26T09:20:22.858Z
updated_at: 2026-02-26T09:20:22.858Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T05:37:03.504Z
content_hash: 41a7afa9e117e7f3fb4bfad9a038b088b05b5e6ff19340ceb53672a108ce2259
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The watchtower UI uses tab-gated keybindings where key bindings are scoped to the active tab context

normalized_content:
  the watchtower ui uses tab-gated keybindings where key bindings are scoped to the active tab context


id: c9b2b390-96ec-4789-bf25-f49f8c072611
type: issue
source_type: session_end
tags: signetai,npm,postinstall,esm
created_at: 2026-02-27T03:36:08.396Z
updated_at: 2026-02-27T03:36:08.396Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ff09799b-a7e3-4e89-8942-5dc5f3cb10ae
last_accessed: 2026-02-27T05:37:03.504Z
extraction_status: none
content:
  The signetai postinstall script (packages/signetai/bin/postinstall.js) currently uses ESM with `import { execSync }` which can cause compatibility issues with some npm versions


id: 6f32adba-0bf1-484d-bf58-9f32f1b1cd95
type: decision
source_type: session_end
tags: signetai,npm,postinstall,commonjs
created_at: 2026-02-27T03:36:08.396Z
updated_at: 2026-02-27T03:36:08.396Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ff09799b-a7e3-4e89-8942-5dc5f3cb10ae
last_accessed: 2026-02-27T05:37:03.504Z
extraction_status: none
content:
  The plan to fix npm compatibility involves renaming postinstall.js to postinstall.cjs and converting from `import` to `require()` syntax


id: 834d4470-a336-4952-85dc-2fef051bca00
type: fact
source_type: session_end
tags: signetai,postinstall,bun
created_at: 2026-02-27T03:36:08.396Z
updated_at: 2026-02-27T03:36:08.396Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ff09799b-a7e3-4e89-8942-5dc5f3cb10ae
last_accessed: 2026-02-27T05:37:03.504Z
extraction_status: none
content:
  The signetai postinstall script checks for Bun availability via `execSync('bun --version')` and warns users if Bun is not installed


id: 60d97811-e3f6-4d36-a511-e3db70a8ef81
type: fact
source_type: session_end
tags: signetai,cli,requirements
created_at: 2026-02-27T03:36:08.396Z
updated_at: 2026-02-27T03:36:08.396Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ff09799b-a7e3-4e89-8942-5dc5f3cb10ae
last_accessed: 2026-02-27T05:37:03.504Z
extraction_status: none
content:
  Signetai CLI commands (setup, config, status, recall) work fine with just Node.js; only daemon startup via `signet start` requires Bun due to bun:sqlite dependency


id: f3b2c44a-956e-4723-9783-e99e0120bc5a
type: decision
source_id: 23fc9962-a421-471a-b72a-9e18ca8f6079
source_type: chunk
created_at: 2026-02-27T03:36:08.401Z
updated_at: 2026-02-27T03:37:46.224Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T05:20:55.413Z
content_hash: bdd0bac9559d31a13f4b028370bc79b71ddb5b282409b1f9df0a2b828388af08
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  A plan was initiated to fix signetai npm installation compatibility by converting the postinstall script and making additional changes

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-signetai-npm-installation-compatibility,hierarchical-section

normalized_content:
  a plan was initiated to fix signetai npm installation compatibility by converting the postinstall script and making additional changes


id: 63b2b703-5cdf-4586-a5bd-1c814e6aea03
type: decision
source_id: 23fc9962-a421-471a-b72a-9e18ca8f6079
source_type: chunk
created_at: 2026-02-27T03:36:08.401Z
updated_at: 2026-02-27T03:39:09.982Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T05:20:55.413Z
content_hash: f40bb765a158d532d3d22dce0abc657f8e53776c180a832c0388eb5ffa340a3f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Postinstall script messaging should be improved to clarify that CLI commands work with Node.js alone, but daemon startup requires Bun

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-signetai-npm-installation-compatibility,hierarchical-section

normalized_content:
  postinstall script messaging should be improved to clarify that cli commands work with node.js alone, but daemon startup requires bun


id: a757e955-9b1a-479d-ba48-26ded4a148ab
type: procedural
source_type: manual
tags: signet,bug,secrets,agents
created_at: 2026-02-27T03:40:08.102Z
updated_at: 2026-03-01T10:35:48.895Z
updated_by: pipeline-v2
vector_clock: {}
who: daemon
why: explicit
last_accessed: 2026-02-27T05:37:03.504Z
content_hash: 0d14207d9bb4fca5e6d105761c65f2361e413228b882598bf5b2e4b1fb6efa9f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The Signet system context includes available secrets alongside memories and identity files, allowing agents to discover and use stored credentials

normalized_content:
  the signet system context includes available secrets alongside memories and identity files, allowing agents to discover and use stored credentials


id: dae4311c-0185-4dac-9019-67ffe3a48fed
type: rationale
source_id: claude:-home-nicholai-openmarketui:328b53e71cc712e6
source_type: claude-project-memory
created_at: 2026-02-27T05:34:49.929Z
updated_at: 2026-02-27T05:36:29.083Z
updated_by: pipeline-v2
vector_clock: {}
who: claude-code
why: explicit
content_hash: 3e51d2ec50fbe7afc116e0447e9028937aa0f46de53cb63e199e2cdffa4e9552
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  OpenMarketUI's architecture separates the UI product layer from the computational backend to enable users to focus on strategy composition rather than low-level implementation details

tags:
  claude-code,claude-project-memory,project goal,project:-home-nicholai-openmarketui,hierarchical-section

normalized_content:
  openmarketui's architecture separates the ui product layer from the computational backend to enable users to focus on strategy composition rather than low-level implementation details


id: 0fbcf067-8e60-4c0f-b8d3-312cd917b9b6
type: fact
source_id: a8f06bca-249a-4aea-9add-e7f61ee4921e
source_type: chunk
created_at: 2026-02-27T05:34:50.033Z
updated_at: 2026-02-27T05:34:50.033Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: adba2cae38bd5d48fc6ddaf63598c6bb37724f623069e03a28d37e50e8036c15
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Navigation will need to be updated to link to the new About page. Session cut short during initial exploration phase—no implementation changes made yet.

tags:
[cell repeats an earlier one in this file: 100 characters]

normalized_content:
  navigation will need to be updated to link to the new about page. session cut short during initial exploration phase—no implementation changes made yet


id: b67493a7-9976-406f-bae7-6a17e063c7fa
type: fact
source_id: 16432bf3-5840-4566-9922-b12f86d7bb3e
source_type: chunk
created_at: 2026-02-27T05:34:50.609Z
updated_at: 2026-02-27T05:34:50.609Z
updated_by: claude-code
vector_clock: {}
who: claude-code
why: explicit
content_hash: a8340a2e7eb4b260c720a8e1e6f24fa37e898ef71e979726f1127e39d5339e73
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Architecture - `crates/pm-core` — foundational types and traits - `crates/pm-store` — sqlite persistence ("root cellar") - `crates/pm-garden` — scorers/filters in beds - `crates/pm-engine` — risk management, execution, backtesting - `crates/pm-server` — REST + WebSocket server ("greenhouse") - `crates/pm-kalshi` — Kalshi trading engine - `watchtower/` — react terminal UI (opentui + zustand), package `openmarketui-watchtower` - `web/` — Astro landing page (Cloudflare Pages), package `openmarketui-web`

tags:
  claude-code,claude-project-memory,architecture,project:-home-nicholai-openmarketui,hierarchical-section

normalized_content:
  ## architecture - `crates/pm-core` — foundational types and traits - `crates/pm-store` — sqlite persistence ("root cellar") - `crates/pm-garden` — scorers/filters in beds - `crates/pm-engine` — risk management, execution, backtesting - `crates/pm-server` — rest + websocket server ("greenhouse") - `crates/pm-kalshi` — kalshi trading engine - `watchtower/` — react terminal ui (opentui + zustand), package `openmarketui-watchtower` - `web/` — astro landing page (cloudflare pages), package `openmarketui-web`


id: 192e9d20-e4d0-4074-9660-6b872ab79ebd
type: fact
source_id: claude:-home-nicholai-openmarketui:a52bb7e449d5cbcf
source_type: claude-project-memory
created_at: 2026-02-27T05:34:50.626Z
updated_at: 2026-02-27T05:34:50.626Z
updated_by: claude-code
vector_clock: {}
who: claude-code
why: explicit
content_hash: 07f0f1bb4929728939287ccc23c0d34da5830fbd296f7cbe27979afcb6551d7c
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Key Conventions - Trading metaphor: strategies = "specimens", beds = strategy families, trades = "harvests", filters = "immune system" - Pipeline: Source → Filter → Scorer → Selector → OrderExecutor - JS workspace: bun + turbo - TypeScript: use `unknown` with narrowing, no `any`

tags:
  claude-code,claude-project-memory,key conventions,project:-home-nicholai-openmarketui,hierarchical-section

normalized_content:
  ## key conventions - trading metaphor: strategies = "specimens", beds = strategy families, trades = "harvests", filters = "immune system" - pipeline: source → filter → scorer → selector → orderexecutor - js workspace: bun + turbo - typescript: use `unknown` with narrowing, no `any`


id: 3d1d503c-7ddc-47af-bdca-edb0bf2fa23b
type: rationale
source_id: 3a12c85f-d44a-4ad3-ad73-26775a7ad593
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-project-scope-clarification,hierarchical-section
created_at: 2026-02-27T05:34:50.710Z
updated_at: 2026-02-27T05:42:15.023Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 9a53d7a7dfb44c58d67c82ab3ff55ed92bfbf37170ff09aac4b3b24fe860e844
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The initial characterization of OpenMarketUI as a prediction market platform was corrected to reflect its actual positioning as a strategy development IDE because the product's core value is enabling algorithm building and model training, not just market participation

normalized_content:
  the initial characterization of openmarketui as a prediction market platform was corrected to reflect its actual positioning as a strategy development ide because the product's core value is enabling algorithm building and model training, not just market participation


id: 44e53da7-c5f5-4073-815f-432e0c060d38
type: fact
source_id: 3a12c85f-d44a-4ad3-ad73-26775a7ad593
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-project-scope-clarification,hierarchical-section
created_at: 2026-02-27T05:34:50.710Z
updated_at: 2026-02-27T05:34:50.710Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bad8fe642de20b0b2aa968bad0b196c1c1b05161bf7626774b42b50420b88e71
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Key distinction from initial framing: the web and watchtower UI layers are the actual product surface, not auxiliary dashboards. Users compose strategies and train models through the interface.

normalized_content:
  key distinction from initial framing: the web and watchtower ui layers are the actual product surface, not auxiliary dashboards. users compose strategies and train models through the interface


id: 31141cb1-aac8-4ac5-8f2f-3ab0dead5264
type: fact
source_id: 262505ff-b5be-49b7-8b79-78aab330d479
source_type: chunk
created_at: 2026-02-27T05:34:50.898Z
updated_at: 2026-02-27T05:34:50.898Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: c4f114e6aa9a22636b13153f926edc3a62ca4fe600afe2158f76572ce8a1e591
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Currently, all session management (start/stop backtest/paper, configure, select presets) is buried in the Ctrl+P command menu modal. The plan introduces a left-side SessionControlStrip panel in a two-column layout, with keyboard-driven controls and inline backtest progress display.

tags:
[cell repeats an earlier one in this file: 112 characters]

normalized_content:
  currently, all session management (start/stop backtest/paper, configure, select presets) is buried in the ctrl+p command menu modal. the plan introduces a left-side sessioncontrolstrip panel in a two-column layout, with keyboard-driven controls and inline backtest progress display


id: 30cb9743-d213-466f-927b-6311916788ec
type: fact
source_id: 262505ff-b5be-49b7-8b79-78aab330d479
source_type: chunk
created_at: 2026-02-27T05:34:50.898Z
updated_at: 2026-02-27T05:34:50.898Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
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content:
  Key design decisions: - Two-column layout: session control strip (width: 38) on left, strategies table (flexGrow: 1) on right - Tab-gated keybindings to avoid conflicts (b=backtest, p=paper, x=stop, space=pause, comma/period=cycle presets, c=config, +/-=adjust speed) - Inline progress bar and result

tags:
[cell repeats an earlier one in this file: 112 characters]

normalized_content:
  key design decisions: - two-column layout: session control strip (width: 38) on left, strategies table (flexgrow: 1) on right - tab-gated keybindings to avoid conflicts (b=backtest, p=paper, x=stop, space=pause, comma/period=cycle presets, c=config, +/-=adjust speed) - inline progress bar and result


id: cb55147c-cb72-4617-adde-a606e4f3e42f
type: fact
source_id: 262505ff-b5be-49b7-8b79-78aab330d479
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created_at: 2026-02-27T05:34:50.898Z
updated_at: 2026-02-27T05:34:50.898Z
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content:
  s display replaces full-screen overlay on overview tab - No backend changes required Implementation scope: 7 files across watchtower, including new SessionControlStrip component, modified GardenOverview layout, store actions (cyclePreset, adjustBacktestSpeed), keyboard nav bindings, and utility ext

tags:
[cell repeats an earlier one in this file: 112 characters]

normalized_content:
  s display replaces full-screen overlay on overview tab - no backend changes required implementation scope: 7 files across watchtower, including new sessioncontrolstrip component, modified gardenoverview layout, store actions (cyclepreset, adjustbacktestspeed), keyboard nav bindings, and utility ext


id: eaf2967b-12f3-4f3c-864d-ab8cba3f0a8d
type: fact
source_id: 9f1b7898-712b-474d-a762-0800db674c9b
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tags: openclaw,memory-log,2026-02-26,2026-02-26-model-integration-exploration,hierarchical-section
created_at: 2026-02-27T05:34:50.968Z
updated_at: 2026-02-27T05:34:50.968Z
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content:
  ## Model Integration Exploration Nicholai requested the ability to integrate an ML model alongside OpenMarketUI's existing heuristic trading pipeline, drawing inspiration from two references: `cross-attention.md` and the `microgpt` implementation.

normalized_content:
  ## model integration exploration nicholai requested the ability to integrate an ml model alongside openmarketui's existing heuristic trading pipeline, drawing inspiration from two references: `cross-attention.md` and the `microgpt` implementation


id: e95e7bec-3558-4506-a161-4bec82a87715
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tags: openclaw,memory-log,2026-02-26,2026-02-26-model-integration-exploration,hierarchical-section
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extraction_status: completed
embedding_model: nomic-embed-text
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content:
  MicroGPT is a faithful Rust implementation of Karpathy's microgpt.py with operation-level autograd optimization—instead of building thousands of scalar Value nodes per operation, it uses Vec<f64> tensor operations where each matmul, softmax, and rmsnorm is a single tape entry.

normalized_content:
  microgpt is a faithful rust implementation of karpathy's microgpt.py with operation-level autograd optimization—instead of building thousands of scalar value nodes per operation, it uses vec<f64> tensor operations where each matmul, softmax, and rmsnorm is a single tape entry


id: f9c02338-98df-4ce0-8fac-041517545141
type: decision
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created_at: 2026-02-27T05:34:51.042Z
updated_at: 2026-02-27T05:51:23.755Z
updated_by: pipeline-v2
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who: openclaw-memory
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Signetai is being set up for npm installation via both `npm install -g signetai` (global) and `npx signetai` (direct execution)

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  signetai is being set up for npm installation via both `npm install -g signetai` (global) and `npx signetai` (direct execution)


id: 7972e3a1-99c7-4453-8529-bf5b8accd92f
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source_id: 42d84a75-d787-4abb-b8b8-6131f15505b9
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created_at: 2026-02-27T05:34:51.042Z
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updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Convert `packages/signetai/bin/postinstall.js` from ESM to CommonJS (rename to `.cjs`) 2. Update the postinstall reference in package.json from `.js` to `.cjs` 3. Improve postinstall messaging to clarify that CLI commands work with just Node.js, but daemon startup requires Bun 4.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  convert `packages/signetai/bin/postinstall.js` from esm to commonjs (rename to `.cjs`) 2. update the postinstall reference in package.json from `.js` to `.cjs` 3. improve postinstall messaging to clarify that cli commands work with just node.js, but daemon startup requires bun 4


id: fb48083a-4f6c-4240-9f66-183d02e084ca
type: fact
source_id: 42d84a75-d787-4abb-b8b8-6131f15505b9
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created_at: 2026-02-27T05:34:51.042Z
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embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Update README requirements section for clarity Begun by reading the current postinstall.js file, which uses `import { execSync }` and includes terminal color codes. The script checks for Bun availability and displays installation instructions.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  update readme requirements section for clarity begun by reading the current postinstall.js file, which uses `import { execsync }` and includes terminal color codes. the script checks for bun availability and displays installation instructions


id: 4de9210c-c4a1-476d-bb6a-b57c79507f22
type: fact
source_id: 589fb898-30f1-45ab-9b79-fc48a0125085
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tags: openclaw,memory-log,2026-02-26,2026-02-26-openmarketui-design-refinement,hierarchical-section
created_at: 2026-02-27T05:34:51.095Z
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content:
  ## OpenMarketUI Design Refinement Session began with user invoking the `/openmarketui-design` skill to refine the web/ site based on design annotations from a screenshot.

normalized_content:
  ## openmarketui design refinement session began with user invoking the `/openmarketui-design` skill to refine the web/ site based on design annotations from a screenshot


id: c33362fc-a1e5-4165-bbee-c1498ba3c666
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source_id: 9b0d74c2-ab78-46da-89ff-5f67292d048a
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created_at: 2026-02-27T05:34:51.122Z
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last_accessed: 2026-02-27T05:37:03.504Z
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extraction_status: completed
embedding_model: nomic-embed-text
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content:
  An Explore agent was tasked with investigating: full file structure, package.json configuration and entry points, main bootstrapping logic, opentui integration patterns, React component structure, state management implementation, data fetching mechanisms, and TypeScript/build configuration.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  an explore agent was tasked with investigating: full file structure, package.json configuration and entry points, main bootstrapping logic, opentui integration patterns, react component structure, state management implementation, data fetching mechanisms, and typescript/build configuration


id: f190a561-55c1-43bb-b701-226fa3c2f203
type: fact
source_id: a10881ed-4e0c-42be-8603-5a9f2181d200
source_type: chunk
tags: openclaw,memory-log,2026-02-23,2026-02-23-dashboard-ui-component-standards,hierarchical-section
created_at: 2026-02-27T05:34:51.333Z
updated_at: 2026-02-27T05:34:51.333Z
updated_by: openclaw-memory
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who: openclaw-memory
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last_accessed: 2026-02-27T05:37:03.504Z
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The guidance was to be added to the AGENTS.md file to standardize component selection and prevent custom implementations when shadcn-svelte alternatives exist.

normalized_content:
  the guidance was to be added to the agents.md file to standardize component selection and prevent custom implementations when shadcn-svelte alternatives exist


id: cb7aa201-877b-4d21-a800-ce65f582d596
type: issue
source_type: session_end
tags: openclaw,testing,environment-variables,bug-fix
created_at: 2026-02-27T05:37:12.448Z
updated_at: 2026-02-27T05:37:12.448Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2db4bf41-840a-4391-9011-7b8d8969f3ac
extraction_status: none
content:
  In packages/connector-openclaw/test/index.test.ts, test cleanup was incorrectly using `process.env.OPENCLAW_CONFIG_PATH = undefined` instead of `delete process.env.OPENCLAW_CONFIG_PATH`, causing env var pollution in shared test processes


id: 14fe236a-6cc8-454e-b73e-0c64470451f5
type: issue
source_type: session_end
tags: openclaw,configuration,validation,production-issue
created_at: 2026-02-27T05:37:12.448Z
updated_at: 2026-02-27T05:37:12.448Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2db4bf41-840a-4391-9011-7b8d8969f3ac
extraction_status: none
content:
  OpenClawConnector lacks validation that workspace paths are not temporary directories, allowing temp paths to persist in config once written, which was the root cause of mrclaude startup failure on mac mini


id: 7c495c1b-cd3f-47cd-bee1-4b5a5f5495bd
type: decision
source_type: session_end
tags: openclaw,validation,security
created_at: 2026-02-27T05:37:12.448Z
updated_at: 2026-02-27T05:37:12.448Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2db4bf41-840a-4391-9011-7b8d8969f3ac
extraction_status: none
content:
  The OpenClawConnector.validateWorkspacePath() method should reject any path starting with tmpdir() or /tmp/ to prevent temp workspace configuration


id: eb9319aa-8928-4928-8bbe-0e75b7ea13a3
type: fact
source_type: session_end
tags: openclaw,code-placement
created_at: 2026-02-27T05:37:12.448Z
updated_at: 2026-02-27T05:37:12.448Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2db4bf41-840a-4391-9011-7b8d8969f3ac
extraction_status: none
content:
  Workspace path validation in OpenClawConnector should be called in both install() around line 281 and configureWorkspace() around line 353 to guard all entry points


id: 48d86292-e322-400e-9202-5c2aa1fa83d4
type: fact
source_type: session_end
tags: openclaw,testing,pattern
created_at: 2026-02-27T05:37:12.448Z
updated_at: 2026-02-27T05:37:12.448Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 2db4bf41-840a-4391-9011-7b8d8969f3ac
extraction_status: none
content:
  Test cases using temp paths intentionally should use configureWorkspace: false to bypass validation (e.g., test 1 already uses this pattern)


id: f8a67926-3bdc-4fbc-961c-c03ba04c6607
type: issue
source_id: openclaw:2026-02-27-openclaw-temp-workspace-path-leak-fix:11ad12a5babbbdbc
source_type: openclaw-memory-log
created_at: 2026-02-27T05:37:12.455Z
updated_at: 2026-02-27T05:37:12.455Z
updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
content_hash: d8ad4adafa82311771108de49a9c156f8b4acf5d197310d863b01a590481e3c2
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## OpenClaw Temp Workspace Path Leak Fix Implemented a plan to fix a production issue where the OpenClaw agent (mrclaude on buba's mac mini) had its workspace configuration pointing to a temporary directory (`/tmp/signet-openclaw-test-58culC/agents`) instead of the persistent `~/.agents/` location. This caused the agent to start with empty identity files and no persistent memory. Identified and fixed two root causes:

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-openclaw-temp-workspace-path-leak-fix,hierarchical-section

normalized_content:
  ## openclaw temp workspace path leak fix implemented a plan to fix a production issue where the openclaw agent (mrclaude on buba's mac mini) had its workspace configuration pointing to a temporary directory (`/tmp/signet-openclaw-test-58culc/agents`) instead of the persistent `~/.agents/` location. this caused the agent to start with empty identity files and no persistent memory. identified and fixed two root causes


id: f9728728-8b12-4c4e-a91e-65b5dc64bff9
type: procedural
source_id: openclaw:2026-02-27-openclaw-temp-workspace-path-leak-fix:140a2729130662d3
source_type: openclaw-memory-log
created_at: 2026-02-27T05:37:12.476Z
updated_at: 2026-02-27T05:59:22.824Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 076bb362fae34e8ce76e8fa9dc47051bb12c99d9f2613eccf5ab157ef7c1c3a8
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The correct pattern for removing environment variables in Node.js/Bun tests is to use the delete operator: `delete process.env.VARIABLE_NAME`

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-openclaw-temp-workspace-path-leak-fix,hierarchical-section

normalized_content:
  the correct pattern for removing environment variables in node.js/bun tests is to use the delete operator: `delete process.env.variable_name`


id: 7f1733ea-d9ad-42e8-8cbb-d6e9783dd1a0
type: issue
source_id: openclaw:2026-02-27-openclaw-temp-workspace-path-leak-fix:8f2da4b4a1c52299
source_type: openclaw-memory-log
created_at: 2026-02-27T05:37:12.495Z
updated_at: 2026-02-27T05:37:12.495Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b7123cd381ce9bba968e32cebcd9d130351da389c8b97ee4a819f1ab93e1e47a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ### Issue 2: Missing Workspace Path Validation The real production problem: no validation existed to prevent writing temporary paths to the OpenClaw config. The fix added a `validateWorkspacePath()` guard method in `OpenClawConnector` that rejects any workspace path under `/tmp/` or matching `tmpdir()`, throwing an error before the config is persisted.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-openclaw-temp-workspace-path-leak-fix,hierarchical-section

normalized_content:
  ### issue 2: missing workspace path validation the real production problem: no validation existed to prevent writing temporary paths to the openclaw config. the fix added a `validateworkspacepath()` guard method in `openclawconnector` that rejects any workspace path under `/tmp/` or matching `tmpdir()`, throwing an error before the config is persisted


id: 0084dcb1-bcee-4a2d-b329-5c8900dfafa5
type: fact
source_id: openclaw:2026-02-27-openclaw-temp-workspace-path-leak-fix:592bc0e4ecd5fb12
source_type: openclaw-memory-log
created_at: 2026-02-27T05:37:12.511Z
updated_at: 2026-02-27T05:37:12.511Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ### Implementation Modified two files: - `packages/connector-openclaw/test/index.test.ts`: Fixed env cleanup using `delete` instead of assignment - `packages/connector-openclaw/src/index.ts`: Added `validateWorkspacePath()` private method called during both `install()` and `configureWorkspace()` Added a new test case to verify the temp path guard fires correctly.

tags:
[cell repeats an earlier one in this file: 100 characters]

normalized_content:
  ### implementation modified two files: - `packages/connector-openclaw/test/index.test.ts`: fixed env cleanup using `delete` instead of assignment - `packages/connector-openclaw/src/index.ts`: added `validateworkspacepath()` private method called during both `install()` and `configureworkspace()` added a new test case to verify the temp path guard fires correctly


id: b7236133-e5ce-4107-aae2-626cc4712de9
type: decision
source_type: session_end
tags: signet,security,secrets
created_at: 2026-02-27T05:37:54.664Z
updated_at: 2026-02-27T05:37:54.664Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 7311d809-dbb7-4694-8efc-91c97e86a1f6
extraction_status: none
content:
  Signet secrets architecture: agents never see raw values. Secrets are injected into subprocess env vars via MCP `secret_exec` tool, output is automatically redacted.


id: cfd962c5-1603-4527-a465-8eea34a5b1db
type: fact
source_type: session_end
tags: signet,mcp,tools
created_at: 2026-02-27T05:37:54.664Z
updated_at: 2026-02-27T05:37:54.664Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 7311d809-dbb7-4694-8efc-91c97e86a1f6
extraction_status: none
content:
  Two new MCP tools needed: `secret_list` (returns available secret names from `GET /api/secrets`) and `secret_exec` (runs commands with `{ command, secrets }` map).


id: b762f25e-16c5-4d75-b52b-8624aa67f03f
type: learning
source_type: session_end
tags: signet,routing,hono
created_at: 2026-02-27T05:37:54.664Z
updated_at: 2026-02-27T05:37:54.664Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 7311d809-dbb7-4694-8efc-91c97e86a1f6
extraction_status: none
content:
  New `POST /api/secrets/exec` endpoint in `packages/daemon/src/daemon.ts` must register BEFORE the parameterized `/:name/exec` route to avoid Hono treating 'exec' as a route parameter.


id: 9a95f3a1-42d6-4fe8-9844-1f66c8c35ce5
type: fact
source_type: session_end
tags: signet,session,hooks
created_at: 2026-02-27T05:37:54.664Z
updated_at: 2026-02-27T05:37:54.664Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 7311d809-dbb7-4694-8efc-91c97e86a1f6
extraction_status: none
content:
  Session start hook in `packages/daemon/src/hooks.ts` should call `listSecrets()` after the status update block (~line 862) to surface available secrets with usage instructions.


id: e91472e6-3f3e-4742-b025-824bac04e53a
type: issue
source_type: session_end
tags: signet,documentation
created_at: 2026-02-27T05:37:54.664Z
updated_at: 2026-02-27T05:37:54.664Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 7311d809-dbb7-4694-8efc-91c97e86a1f6
extraction_status: none
content:
  Signet block documentation in `packages/core/src/markdown.ts` previously referenced broken `signet secret get` CLI command—must replace with actual MCP workflow documentation.


id: 1a3ecf54-882b-4f29-9f80-0e25c21c8e3e
type: rule
source_id: 76eaf3c6-565b-4a51-bd45-44c31dad7e1e
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T05:37:54.671Z
updated_at: 2026-02-27T05:37:54.671Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: ac1e6f61eb3f9b3a9c7615a60684d67c7c9b520e8d7b664e33ec08f8837e1bae
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The solution maintains the security model—agents never see raw values. Instead, secrets are injected into subprocess environment variables with output automatically redacted. Four coordinated changes were planned: 1.

normalized_content:
  the solution maintains the security model—agents never see raw values. instead, secrets are injected into subprocess environment variables with output automatically redacted. four coordinated changes were planned: 1


id: 0336fa74-aecf-4f0c-a46b-cd3e4de00f97
type: fact
source_id: 76eaf3c6-565b-4a51-bd45-44c31dad7e1e
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T05:37:54.671Z
updated_at: 2026-02-27T06:06:59.055Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 99548b389792f321668955def3b084d2165604fa89fbdc7e190314efdb054b64
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The secret_list MCP tool in Signet enables users to discover what secrets are available in the system

normalized_content:
  the secret_list mcp tool in signet enables users to discover what secrets are available in the system


id: 42bb7b85-06f3-4d16-b546-c58d64e978fb
type: rule
source_id: 76eaf3c6-565b-4a51-bd45-44c31dad7e1e
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T05:37:54.671Z
updated_at: 2026-02-27T05:37:54.671Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: dbde6c1893b8cdd8fa6172c8c76b8179988af4ae2af1f1d541154c89411d5136
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Backend Endpoint**: Create `POST /api/secrets/exec` in `packages/daemon/src/daemon.ts` accepting `{ command, secrets }` payload. Must register BEFORE parameterized `/:name/exec` route to prevent Hono routing conflicts. 4.

normalized_content:
  **backend endpoint**: create `post /api/secrets/exec` in `packages/daemon/src/daemon.ts` accepting `{ command, secrets }` payload. must register before parameterized `/:name/exec` route to prevent hono routing conflicts. 4


id: 2b274087-c597-48a8-8ce7-25d0bd7ee849
type: fact
source_id: 76eaf3c6-565b-4a51-bd45-44c31dad7e1e
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T05:37:54.671Z
updated_at: 2026-02-27T05:37:54.671Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: c9fe4035122bb6e074567dc659f7d108e1467c2fdc2777fff6b719d1ba4117ba
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Session Start Integration**: Call `listSecrets()` in `packages/daemon/src/hooks.ts` after status update (~line 862) to surface available secret names with usage instructions at session start.

normalized_content:
  **session start integration**: call `listsecrets()` in `packages/daemon/src/hooks.ts` after status update (~line 862) to surface available secret names with usage instructions at session start


id: af53fd8c-06b1-43fe-bddc-96931035cd61
type: fact
source_id: 76eaf3c6-565b-4a51-bd45-44c31dad7e1e
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T05:37:54.671Z
updated_at: 2026-02-27T05:37:54.671Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 27cb5d077f12797a812385a449280853a2e1c5ef159294007b7bbbe07aafe091
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Deliberate non-action: no `signet secret get` CLI implementation—exposing raw values violates security model. The session began reading existing source files to understand implementation patterns before writing changes.

normalized_content:
  deliberate non-action: no `signet secret get` cli implementation—exposing raw values violates security model. the session began reading existing source files to understand implementation patterns before writing changes


id: 82cc5ae6-dafb-47e2-b92c-c6f29174959c
type: semantic
source_id: b67493a7-9976-406f-bae7-6a17e063c7fa
source_type: pipeline-v2
created_at: 2026-02-27T05:39:13.223Z
updated_at: 2026-02-27T05:39:13.223Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T09:51:12.529Z
content_hash: cefec99f3bdb4ae0fb5c3f47a34556ad5375ac1a01fae8eda127ad0dc18daced
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The `web/` directory contains an Astro landing page deployed to Cloudflare Pages, published as NPM package `openmarketui-web`

normalized_content:
  the `web/` directory contains an astro landing page deployed to cloudflare pages, published as npm package `openmarketui-web`


id: 293e387e-74b8-451f-a275-9777c3d3ea26
type: decision
source_id: 44e53da7-c5f5-4073-815f-432e0c060d38
source_type: pipeline-v2
created_at: 2026-02-27T05:43:09.971Z
updated_at: 2026-02-27T05:43:09.971Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T10:03:50.629Z
content_hash: 9695507a476331c08a886566060bcf0bf16dc9d48fff3012022ec0984a4c14ff
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The web and watchtower UI layers are the actual product surface for Compass, not auxiliary dashboards

normalized_content:
  the web and watchtower ui layers are the actual product surface for compass, not auxiliary dashboards


id: 96fd116d-c0b6-4315-87b8-95e77ac5ef99
type: procedural
source_id: 7972e3a1-99c7-4453-8529-bf5b8accd92f
source_type: pipeline-v2
created_at: 2026-02-27T05:53:23.327Z
updated_at: 2026-03-01T11:18:48.877Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T10:00:02.555Z
content_hash: d40fe91830f24e50749aa50bebbe25d14129b5ba8660133f545b6e121928c0f9
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The Signet daemon entrypoint file is located at packages/daemon/src/daemon.ts and is executed using the Bun runtime

normalized_content:
  the signet daemon entrypoint file is located at packages/daemon/src/daemon.ts and is executed using the bun runtime


id: 2b51a72f-0941-40e6-86cf-f5907334a048
type: fact
source_id: ad732b9f-07b2-4946-9426-d1c3b2910407
source_type: chunk
tags: openclaw,memory-log,2026-02-26,2026-02-26-project-scope-clarification,hierarchical-section
created_at: 2026-02-27T06:26:14.148Z
updated_at: 2026-02-27T06:26:14.148Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 40c617f137c64868b6d9f68ce71485ad934bbff4634ba4660d4cef78735f6059
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Initial description characterized it as a prediction market trading platform/engine, but user clarified the actual positioning: OpenMarketUI is fundamentally a **trading strategy IDE** — an interface-first product for users to build heuristic algorithms, train custom trading models, and manage the full strategy lifecycle from a user-friendly, performant UI.

normalized_content:
  initial description characterized it as a prediction market trading platform/engine, but user clarified the actual positioning: openmarketui is fundamentally a **trading strategy ide** — an interface-first product for users to build heuristic algorithms, train custom trading models, and manage the full strategy lifecycle from a user-friendly, performant ui


id: e471db5c-04f1-4db3-8987-452f1c3ec0ea
type: fact
source_id: 83c733b4-0b7c-4967-b7cc-c3f6eca27b99
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T06:26:14.769Z
updated_at: 2026-02-27T06:26:14.769Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 060dcd972f4eb86b1a58025942961667e812a124777093cfa0f404b602de9e2f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Signet Secrets MCP Integration The session began implementing a plan to make Signet secrets usable by agents.

normalized_content:
  ## signet secrets mcp integration the session began implementing a plan to make signet secrets usable by agents


id: 189ff7fe-3ad9-4b9a-812f-cbce62743915
type: fact
source_id: 83c733b4-0b7c-4967-b7cc-c3f6eca27b99
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T06:26:14.769Z
updated_at: 2026-02-27T06:26:14.769Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 8cf4cb7168777ae581519ab70b5d50aa39765b91b741eb420f6dba402b6702e7
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The core problem: agents are told about secrets but cannot actually use them because the documentation references a non-existent `signet secret get` CLI command, session start provides no secret discovery, and no MCP tools exist for secrets interaction.

normalized_content:
  the core problem: agents are told about secrets but cannot actually use them because the documentation references a non-existent `signet secret get` cli command, session start provides no secret discovery, and no mcp tools exist for secrets interaction


id: 7defd46f-bc57-44f5-b9ba-f8c56a3df42c
type: decision
source_id: 83c733b4-0b7c-4967-b7cc-c3f6eca27b99
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T06:26:14.769Z
updated_at: 2026-02-27T06:30:24.053Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: e6c0bf1ac18ca02a7e908e377a5cbabf668dd37bea98e876e46880009e4d009a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Signet's documentation should explain the workflow of using `secret_list` and `secret_exec` MCP tools instead of relying on CLI references

normalized_content:
  signet's documentation should explain the workflow of using `secret_list` and `secret_exec` mcp tools instead of relying on cli references


id: ff3a8b11-23cd-45a0-abca-39bf11ebbf9a
type: procedural
source_id: 83c733b4-0b7c-4967-b7cc-c3f6eca27b99
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T06:26:14.769Z
updated_at: 2026-02-27T10:34:46.531Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 5af508f95dfff34586f60fef1839bfb06b349fd4db1a0bc8dc216d8ab43a0afb
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The `secret_exec` MCP tool is used in Signet to execute shell commands with secrets injected as environment variables, with output automatically redacted

normalized_content:
  the `secret_exec` mcp tool is used in signet to execute shell commands with secrets injected as environment variables, with output automatically redacted


id: 7f96464e-6ec9-46cc-95ad-36cf2c73a7ed
type: issue
source_id: 12185459-9712-4518-a8da-f5d7e862f556
source_type: chunk
created_at: 2026-02-27T06:26:15.064Z
updated_at: 2026-02-27T06:26:15.064Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 6df8ff2f8a0cd21bd85f750e6321354cd3ee1da54d40def3dd35f9564e221754
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Signetai NPM Installation Compatibility Started implementing a plan to enable npm installation of signetai via `npm install -g signetai` or `npx signetai`. The main issue was the postinstall script using ESM, which can be flaky in some npm environments. The plan involved three key changes: 1.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  ## signetai npm installation compatibility started implementing a plan to enable npm installation of signetai via `npm install -g signetai` or `npx signetai`. the main issue was the postinstall script using esm, which can be flaky in some npm environments. the plan involved three key changes: 1


id: cb32e729-c916-49cd-80fc-02e49896a978
type: fact
source_id: b6af2e30-0973-404a-97ef-eacd61a96084
source_type: chunk
created_at: 2026-02-27T06:26:15.127Z
updated_at: 2026-02-27T06:26:15.127Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T07:26:13.085Z
content_hash: 2d66eaa3d15654ec17b633fbe691b85e232927f97e527a196dc1bfa81da87728
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Watchtower is currently a React application using opentui for terminal rendering, integrated with Zustand for state management and WebSocket connections to pm-server. Work began with architectural exploration to understand the current watchtower codebase before planning implementation.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  watchtower is currently a react application using opentui for terminal rendering, integrated with zustand for state management and websocket connections to pm-server. work began with architectural exploration to understand the current watchtower codebase before planning implementation


id: 51f84dc0-d10a-4d3b-8b32-ad2c0a50c427
type: fact
source_id: openclaw:2026-02-27-engage-dev-server-troubleshooting:55d0942b08c035cc
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-engage-dev-server-troubleshooting,hierarchical-section
created_at: 2026-02-27T07:41:42.800Z
updated_at: 2026-02-27T07:41:42.800Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T09:51:12.529Z
content_hash: e4c3a808c3ee2a0f998bab5ab72f2b56e9cb4cb12c13a9a3544dc35097193ec8
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Engage Dev Server Troubleshooting Nicholai asked how to run the dev server for the engage project. Based on the project configuration, the command is `bun dev`. However, the user reported that the command didn't work, so investigation was initiated by reading the package.json file. The session ended while troubleshooting was just beginning, so no resolution or findings were reached.

normalized_content:
  ## engage dev server troubleshooting nicholai asked how to run the dev server for the engage project. based on the project configuration, the command is `bun dev`. however, the user reported that the command didn't work, so investigation was initiated by reading the package.json file. the session ended while troubleshooting was just beginning, so no resolution or findings were reached


id: b5b7a730-2046-4564-b5a8-0c7ffae82ec8
type: fact
source_id: openclaw:2026-02-27-signetai:041e4706de620ac2
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-signetai,hierarchical-section
created_at: 2026-02-27T09:55:14.287Z
updated_at: 2026-02-27T09:55:14.287Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 0b8840b61bf98034976aa055669bff0b3c000c4639f0e1b9631a1d0c29f2354b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  # 2026-02-27 Session Notes No coding work was performed during this session. The session was initialized via remote control bridge at 05:37 UTC in the signetai directory. The SessionStart hook executed successfully, loading the Signet agent context. This was a session initiation event with no subsequent development activity.

normalized_content:
  # 2026-02-27 session notes no coding work was performed during this session. the session was initialized via remote control bridge at 05:37 utc in the signetai directory. the sessionstart hook executed successfully, loading the signet agent context. this was a session initiation event with no subsequent development activity


id: 7c55e5be-8102-43a0-a0ba-c0dfda016461
type: fact
source_id: openclaw:2026-02-27-signet-demo-explanation:ad2204d3fb882a0e
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-demo-explanation,hierarchical-section
created_at: 2026-02-27T09:58:54.507Z
updated_at: 2026-02-27T09:58:54.507Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 5ce260f76dc2eea1b3e43194abbc188561dcce4e0f85fe587273f1707ba74a40
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Signet Demo & Explanation Nicholai gave a brief demo of Signet to a friend, requesting a high-level explanation of how the system works and what differentiates it from competing solutions. Provided an explanation of Signet's core value proposition: persistent memory and agent identity that travels across AI platforms, automatic context injection, and explicit memory commands.

normalized_content:
  ## signet demo & explanation nicholai gave a brief demo of signet to a friend, requesting a high-level explanation of how the system works and what differentiates it from competing solutions. provided an explanation of signet's core value proposition: persistent memory and agent identity that travels across ai platforms, automatic context injection, and explicit memory commands


id: 8440df90-b16a-4c1d-be5b-dbf9aaaf7f09
type: fact
source_type: session_end
tags: claude-code,commits,attribution
created_at: 2026-02-27T09:59:33.851Z
updated_at: 2026-02-27T09:59:33.851Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
last_accessed: 2026-02-27T10:03:50.629Z
extraction_status: none
content:
  Claude Code automatically appends Co-Authored-By: Claude <noreply@anthropic.com> to commit messages when CLAUDE_CODE_ATTRIBUTION_HEADER=1


id: cc10d589-fd92-4182-8792-0499210770d6
type: fact
source_type: session_end
tags: claude-code,hooks,security
created_at: 2026-02-27T09:59:33.851Z
updated_at: 2026-02-27T09:59:33.851Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
last_accessed: 2026-02-27T10:03:50.629Z
extraction_status: none
content:
  PreToolUse hooks in Claude Code can intercept tool calls before execution by reading JSON from stdin and responding with a permissionDecision field (allow/deny)


id: 1e0b13d8-4c4d-44d8-83c0-97b05f0dfd67
type: fact
source_type: session_end
tags: jq,bash,scripting
created_at: 2026-02-27T09:59:33.851Z
updated_at: 2026-02-27T09:59:33.851Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
last_accessed: 2026-02-27T10:03:50.629Z
extraction_status: none
content:
  The block-coauthor.sh hook uses jq to parse tool_input.command from the JSON payload to detect git commit operations


id: 47af57eb-62a8-4083-99b8-448210df61e1
type: fact
source_type: session_end
tags: pattern-matching,regex,git-commits
created_at: 2026-02-27T09:59:33.851Z
updated_at: 2026-02-27T09:59:33.851Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
last_accessed: 2026-02-27T10:03:50.629Z
extraction_status: none
content:
  Hook script searches for pattern Co-Authored-By:.*Claude (case-insensitive) anywhere in the git command string including HEREDOC bodies


id: dc8f1bf7-0093-45c7-a582-0ede95e19089
type: fact
source_type: session_end
tags: claude-code,configuration,hooks
created_at: 2026-02-27T09:59:33.851Z
updated_at: 2026-02-27T09:59:33.851Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
last_accessed: 2026-02-27T10:03:50.629Z
extraction_status: none
content:
  PreToolUse hook in settings.json requires: matcher field set to tool name (e.g. "Bash"), command to execute, timeout (5000ms recommended), and optional statusMessage


id: 0ec0fbf8-ad7a-48e5-8e41-317c74b2855b
type: decision
content: The PreToolUse hook should block git commits when attempted through Claude Code interface
source_id: openclaw:2026-02-27-block-co-authored-by-attribution-hook-implementati:be34bc13927b4335
source_type: openclaw-memory-log
created_at: 2026-02-27T09:59:33.865Z
updated_at: 2026-02-27T10:05:26.791Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: d3de9c7744834093a688e5e2a0b09a5d0deb5ca1b22101ad8046175eb71f1f61
normalized_content: the pretooluse hook should block git commits when attempted through claude code interface
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
tags:
  openclaw,memory-log,2026-02-27,2026-02-27-block-co-authored-by-attribution-hook-implementati,hierarchical-section


id: ccda4de4-ef08-4c94-855b-f488c993578a
type: fact
source_id: 8e42daf3-b499-49cf-a752-e06cb3b0ab13
source_type: chunk
created_at: 2026-02-27T09:59:33.884Z
updated_at: 2026-02-27T09:59:33.884Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 7b715cc326348380913478971acbbb58d239f136292019ba83679d44506eb1f5
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Technical Approach The solution uses a bash script (`~/.claude/hooks/block-coauthor.sh`) that intercepts Bash tool calls before execution. The hook reads JSON input via stdin, extracts the git command being run using `jq`, and scans for the case-insensitive pattern `Co-Authored-By:.*Claude`.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-block-co-authored-by-attribution-hook-implementati,hierarchical-section

normalized_content:
  ## technical approach the solution uses a bash script (`~/.claude/hooks/block-coauthor.sh`) that intercepts bash tool calls before execution. the hook reads json input via stdin, extracts the git command being run using `jq`, and scans for the case-insensitive pattern `co-authored-by:.*claude`


id: 0a049648-ed7a-4e47-bb8b-d7bf6e3492ec
type: semantic
source_id: 8e42daf3-b499-49cf-a752-e06cb3b0ab13
source_type: chunk
created_at: 2026-02-27T09:59:33.884Z
updated_at: 2026-02-27T10:11:47.961Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 8e9d376cf7f093ddcaecee04b3cfbbedca096e1ff8141aee1d4d2832d4aaf01a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  PreToolUse hooks execute before a tool runs and can display status messages and enforce timeout limits

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-block-co-authored-by-attribution-hook-implementati,hierarchical-section

normalized_content:
  pretooluse hooks execute before a tool runs and can display status messages and enforce timeout limits


id: 9e3daf6d-9a85-4901-b63f-9cb0171116c1
type: procedural
source_id: openclaw:2026-02-27-block-co-authored-by-attribution-hook-implementati:9f50566211ca4bb8
source_type: openclaw-memory-log
created_at: 2026-02-27T09:59:33.989Z
updated_at: 2026-02-27T10:05:26.792Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:00:02.555Z
content_hash: 493a528930227822389f432077fe07fcb0a3eb5144fa21a7d3e7f6bccf52c85f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Testing the PreToolUse hook implementation requires two test cases: (1) attempting a git commit through Claude Code UI (should be blocked), (2) attempting a manual git commit from command line outside Claude (should succeed)

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  testing the pretooluse hook implementation requires two test cases: (1) attempting a git commit through claude code ui (should be blocked), (2) attempting a manual git commit from command line outside claude (should succeed)


id: f63c2ae3-125a-4e85-890f-a20099c2c355
type: fact
source_type: session_end
tags: git,hooks,claude-code,attribution
created_at: 2026-02-27T10:04:02.401Z
updated_at: 2026-02-27T10:04:02.401Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  Claude Code automatically appends `Co-Authored-By: Claude <noreply@anthropic.com>` to commit messages, which Nicholai wants to block with a PreToolUse hook


id: 1671021e-3d24-4236-8f63-16bc43b7576c
type: fact
source_type: session_end
tags: settings,hooks,json-structure
created_at: 2026-02-27T10:04:02.401Z
updated_at: 2026-02-27T10:04:02.401Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  ~/.claude/settings.json hook structure uses event types (SessionStart, UserPromptSubmit, SessionEnd) as top-level keys, each containing an array of objects with nested 'hooks' arrays


id: 632891a9-950d-4774-8fe5-35b59d07b36f
type: fact
source_type: session_end
tags: hooks,configuration,claude-code
created_at: 2026-02-27T10:04:02.401Z
updated_at: 2026-02-27T10:04:02.401Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  PreToolUse hooks for ~/.claude/settings.json need to be registered with a matcher (e.g., 'Bash'), a command reference, a timeout in ms, and a status message


id: 132a1909-788e-4b11-9ed8-817e75b4726d
type: decision
source_type: session_end
tags: bash,jq,git-commit,pattern-matching
created_at: 2026-02-27T10:04:02.401Z
updated_at: 2026-02-27T10:04:02.401Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  The block-coauthor.sh hook script must use jq to extract `tool_input.command` from PreToolUse JSON payload and search for case-insensitive pattern `Co-Authored-By:.*Claude`


id: a69cd84b-18c4-4df9-98b8-be4cdf362e3e
type: fact
source_id: 24ded6f8-8bbd-4b1c-8523-63144fd874c6
source_type: chunk
created_at: 2026-02-27T10:04:02.405Z
updated_at: 2026-02-27T10:04:02.405Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:09:55.869Z
content_hash: c976e5699b557f9f890d17dba2d5ac5c92cbc9bd67e8d41040a08d8a2bca3924
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Block Co-Authored-By Attribution Hook Nicholai requested implementation of a PreToolUse hook to block git commits containing Claude's automatic `Co-Authored-By:` attribution.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-block-co-authored-by-attribution-hook,hierarchical-section

normalized_content:
  ## block co-authored-by attribution hook nicholai requested implementation of a pretooluse hook to block git commits containing claude's automatic `co-authored-by:` attribution


id: a6b6029a-3ce8-4ce0-822f-c01bdc778ec3
type: rule
source_id: 24ded6f8-8bbd-4b1c-8523-63144fd874c6
source_type: chunk
created_at: 2026-02-27T10:04:02.405Z
updated_at: 2026-02-27T10:04:02.405Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:09:55.869Z
content_hash: a7a6b3bc73a59ad4a5327dca81604973ca08def6aa49dbaaa085470bd65ad2e9
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The plan specifies creating a bash script at `~/.claude/hooks/block-coauthor.sh` that: - Reads PreToolUse JSON payload from stdin - Extracts the git command via jq - Searches for the pattern `Co-Authored-By:.*Claude` (case-insensitive) - Returns `permissionDecision: "deny"` if found, otherwise allows execution The hook must be registered in `~/.claude/settings.json` with a 5-second timeout and status message.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-block-co-authored-by-attribution-hook,hierarchical-section

normalized_content:
  the plan specifies creating a bash script at `~/.claude/hooks/block-coauthor.sh` that: - reads pretooluse json payload from stdin - extracts the git command via jq - searches for the pattern `co-authored-by:.*claude` (case-insensitive) - returns `permissiondecision: "deny"` if found, otherwise allows execution the hook must be registered in `~/.claude/settings.json` with a 5-second timeout and status message


id: 02e19812-eb76-4a42-b837-8912cedffc4b
type: fact
source_id: 24ded6f8-8bbd-4b1c-8523-63144fd874c6
source_type: chunk
created_at: 2026-02-27T10:04:02.405Z
updated_at: 2026-02-27T10:04:02.405Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 364a56067f892842c9955177413b689d51cd45017d14a2ad68992dbe8d624f96
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Session work: - Reviewed existing settings.json structure to understand hook architecture - Confirmed hook format uses event-based triggers (SessionStart, UserPromptSubmit, SessionEnd) - Ready to implement both the script and settings modification Next steps: Create the hook script and update settings.json configuration.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-block-co-authored-by-attribution-hook,hierarchical-section

normalized_content:
  session work: - reviewed existing settings.json structure to understand hook architecture - confirmed hook format uses event-based triggers (sessionstart, userpromptsubmit, sessionend) - ready to implement both the script and settings modification next steps: create the hook script and update settings.json configuration


id: 22046ad4-22a8-4793-a215-798cf22a1f11
type: fact
source_type: session_end
tags: git,commit,claude-code,attribution
created_at: 2026-02-27T10:08:33.602Z
updated_at: 2026-02-27T10:08:33.602Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  Claude Code automatically appends 'Co-Authored-By: Claude <noreply@anthropic.com>' to all git commit messages via CLAUDE_CODE_ATTRIBUTION_HEADER environment variable


id: 1e8ace93-529a-4c47-aac8-e55d96b0558b
type: fact
source_type: session_end
tags: hooks,pretooluse,tool-interception
created_at: 2026-02-27T10:08:33.602Z
updated_at: 2026-02-27T10:08:33.602Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  PreToolUse hooks can intercept tool execution by reading JSON from stdin, parsing it with jq, and responding with permissionDecision: 'deny' to block the operation


id: 2f23c882-e609-45d1-b5ea-52cbd2f8f526
type: fact
source_type: session_end
tags: settings,hooks,configuration
created_at: 2026-02-27T10:08:33.602Z
updated_at: 2026-02-27T10:08:33.602Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  The ~/.claude/settings.json hooks object uses a nested structure with hook event types (SessionStart, UserPromptSubmit, SessionEnd, etc.) containing arrays of hook configurations with type, command, and timeout fields


id: 0883ccf3-882a-4878-80e3-aa53aa2fbe8d
type: fact
source_type: session_end
tags: bash,hooks,command-parsing
created_at: 2026-02-27T10:08:33.602Z
updated_at: 2026-02-27T10:08:33.602Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  PreToolUse hooks for Bash tool should extract tool_input.command via jq to inspect the full command string including HEREDOC bodies


id: 3bc25753-e0e7-4664-a9db-484961424481
type: fact
source_type: session_end
tags: regex,pattern-matching,git-commit
created_at: 2026-02-27T10:08:33.602Z
updated_at: 2026-02-27T10:08:33.602Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/.claude
session_id: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
extraction_status: none
content:
  The block-coauthor hook should use case-insensitive regex pattern matching ('Co-Authored-By:.*Claude') to catch all attribution variations


id: 26b1f649-f0b2-4157-bc4b-0df21d08530c
type: fact
source_id: 4b57d87c-9a83-4978-8815-13ff9b4d7475
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-claude-code-attribution-hook,hierarchical-section
created_at: 2026-02-27T10:08:33.607Z
updated_at: 2026-02-27T10:08:33.607Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:47:34.839Z
content_hash: b578535f698c972d710d3d14483b4ee7a578f54e94c75f8c4306c1b233053eeb
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Claude Code Attribution Hook Initiated implementation of a PreToolUse hook to block git commits containing Claude Code's automatic "Co-Authored-By: Claude <noreply@anthropic.com>" attribution. The plan involves two tasks: 1.

normalized_content:
  ## claude code attribution hook initiated implementation of a pretooluse hook to block git commits containing claude code's automatic "co-authored-by: claude <noreply@anthropic.com>" attribution. the plan involves two tasks: 1


id: 93b43cf7-67a4-4528-bde7-ab2459c58975
type: fact
source_id: 4b57d87c-9a83-4978-8815-13ff9b4d7475
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-claude-code-attribution-hook,hierarchical-section
created_at: 2026-02-27T10:08:33.607Z
updated_at: 2026-02-27T10:08:33.607Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:47:34.839Z
content_hash: 324bff46af6622d494a1798301ea3076aa6168609a336ed608210d5d33e7e868
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Hook Script Creation** - A bash script at `~/.claude/hooks/block-coauthor.sh` that reads JSON from stdin, extracts the command via `jq`, checks for `git commit` operations, and scans for the Co-Authored-By pattern (case-insensitive). Denies execution if found, allows otherwise. 2.

normalized_content:
  **hook script creation** - a bash script at `~/.claude/hooks/block-coauthor.sh` that reads json from stdin, extracts the command via `jq`, checks for `git commit` operations, and scans for the co-authored-by pattern (case-insensitive). denies execution if found, allows otherwise. 2


id: 80469ebc-2faf-46f4-8899-82918c74c508
type: rationale
source_id: 4b57d87c-9a83-4978-8815-13ff9b4d7475
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-claude-code-attribution-hook,hierarchical-section
created_at: 2026-02-27T10:08:33.607Z
updated_at: 2026-02-27T10:12:49.764Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:09:55.869Z
content_hash: e57b7e5bcbe24a773f9e6bad7ee8e56a31f337367263dbd86fe6abce7676d095
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Consistent hook pattern in settings.json means PreToolUse hook can be implemented using the signet command pattern already established by SessionStart, UserPromptSubmit, and SessionEnd hooks

normalized_content:
  consistent hook pattern in settings.json means pretooluse hook can be implemented using the signet command pattern already established by sessionstart, userpromptsubmit, and sessionend hooks


id: fbc62127-b750-4fa1-8729-634ca30b8a66
type: fact
source_id: 4b57d87c-9a83-4978-8815-13ff9b4d7475
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-claude-code-attribution-hook,hierarchical-section
created_at: 2026-02-27T10:08:33.607Z
updated_at: 2026-02-27T10:08:33.607Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:09:55.869Z
content_hash: 4e10e6a844fb1baa3cc184c4fb1dd7cfe37b38fc5f8abac91141df3dfb11a107
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Session ended after reading settings.json; implementation of the hook script and settings update pending.

normalized_content:
  session ended after reading settings.json; implementation of the hook script and settings update pending


id: f8d14a1e-3f8c-4d49-b53e-8ad28d3b4295
type: decision
source_id: 28528687-686d-4776-9bc9-9f7ae807d15f
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T10:33:30.216Z
updated_at: 2026-02-27T10:34:46.529Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:59:00.825Z
content_hash: 5d859bc292cff023dc3d1ecc6fb00a81176102fcacdf63b689712e1826d68b7b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The Signet documentation block in `packages/core/src/markdown.ts` contains a broken or outdated CLI reference to secret management that should be removed

normalized_content:
  the signet documentation block in `packages/core/src/markdown.ts` contains a broken or outdated cli reference to secret management that should be removed


id: 86c2499b-d0f5-480f-a806-6f6b57268c65
type: fact
source_id: 28528687-686d-4776-9bc9-9f7ae807d15f
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T10:33:30.216Z
updated_at: 2026-02-27T10:33:30.216Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:47:34.839Z
content_hash: 6d4377a9117b0b5c6b1a97baeb261c782405eabc3c8e3033578f539ac37aeab5
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **MCP Tools**: Add two tools to `packages/daemon/src/mcp/tools.ts`: - `secret_list`: queries `GET /api/secrets` to return available secret names - `secret_exec`: runs commands with injected secrets, takes command string and env var → secret name mapping 3.

normalized_content:
  **mcp tools**: add two tools to `packages/daemon/src/mcp/tools.ts`: - `secret_list`: queries `get /api/secrets` to return available secret names - `secret_exec`: runs commands with injected secrets, takes command string and env var → secret name mapping 3


id: 3ac9af12-3053-4d1b-81d4-00f9a31f57c3
type: fact
source_id: 127c45cc-c930-4ad6-9d51-7b24700c3f02
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-claude-code-attribution-hook,hierarchical-section
created_at: 2026-02-27T10:33:31.011Z
updated_at: 2026-02-27T10:33:31.011Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:59:00.825Z
content_hash: 73c062c62bc70a4a6d668db3e72ca84603a436e96d0e0471ff5d750dec8959a5
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Examined existing settings.json structure which already has hooks configured for SessionStart, UserPromptSubmit, and SessionEnd via signet commands. The PreToolUse hook will follow the same pattern structure.

normalized_content:
  examined existing settings.json structure which already has hooks configured for sessionstart, userpromptsubmit, and sessionend via signet commands. the pretooluse hook will follow the same pattern structure


id: 15163762-7ee7-452e-8205-71bdf189c747
type: fact
source_id: 2076e833-5839-4c80-a9bd-59e69edb0f8a
source_type: chunk
created_at: 2026-02-27T10:33:31.042Z
updated_at: 2026-02-27T10:33:31.042Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:59:00.825Z
content_hash: 65e42eddf937c29e12eecec6479d811b6de49c9bf347863646debb923c430928
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  If found, it outputs a JSON response with `permissionDecision: "deny"`; otherwise it exits cleanly to allow execution. The PreToolUse hook is registered in `~/.claude/settings.json` with a 5-second timeout and matcher targeting the Bash tool.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  if found, it outputs a json response with `permissiondecision: "deny"`; otherwise it exits cleanly to allow execution. the pretooluse hook is registered in `~/.claude/settings.json` with a 5-second timeout and matcher targeting the bash tool


id: 12fd8ec4-3a72-4c82-9d53-cbec2bce0d6e
type: procedural
source_type: manual
tags: signet,openclaw,marketing,community,discussions
created_at: 2026-02-27T10:38:11.468Z
updated_at: 2026-02-27T11:34:50.093Z
updated_by: pipeline-v2
vector_clock: {}
who: daemon
why: explicit
last_accessed: 2026-02-27T11:38:46.187Z
content_hash: d2e6c29a9704f3934db271b0a9be9c8c98aad4c089c859b37c052d816ae1d4d9
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Signet is positioned as a practical solution to specific OpenClaw pain points including memory continuity issues (#842) and secrets management concerns (#9676)

normalized_content:
  signet is positioned as a practical solution to specific openclaw pain points including memory continuity issues (#842) and secrets management concerns (#9676)


id: b7479667-c36f-4551-964e-20401fd63ea0
type: decision
source_id: 5a2fb450-ef0f-4bc5-877f-f651e3a3fd21
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T10:52:18.742Z
updated_at: 2026-02-27T10:53:32.465Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:59:00.825Z
content_hash: 4178c03fb90e7203199ebbdbe0614c969577407d0e27ab6510bffb8266a66171
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The Signet documentation block in packages/core/src/markdown.ts should be updated to document the actual MCP tool-based secret workflow instead of the broken CLI reference

normalized_content:
  the signet documentation block in packages/core/src/markdown.ts should be updated to document the actual mcp tool-based secret workflow instead of the broken cli reference


id: 41ff55eb-4de9-4560-95e6-f0c1a3872473
type: fact
source_id: c3081777-743e-40df-8e6b-4fc074da2532
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-claude-code-attribution-hook,hierarchical-section
created_at: 2026-02-27T10:52:19.580Z
updated_at: 2026-02-27T10:52:19.580Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T10:59:00.825Z
content_hash: 2d37a2ffb43e8bf4ba68247fa5da71691ef2e966e9e19720d28936449693c03d
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Settings Registration** - Adding a PreToolUse entry to `~/.claude/settings.json` hooks object with matcher "Bash", 5-second timeout, and status message.

normalized_content:
  **settings registration** - adding a pretooluse entry to `~/.claude/settings.json` hooks object with matcher "bash", 5-second timeout, and status message


id: 1a855832-dd1c-4e1b-8e1d-84d8083b12d8
type: procedural
source_id: b7479667-c36f-4551-964e-20401fd63ea0
source_type: pipeline-v2
created_at: 2026-02-27T10:53:32.464Z
updated_at: 2026-02-27T10:53:32.464Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T11:50:34.410Z
content_hash: 6782f04d18d332caa56af41fdf6740c37e87fd03fa67f6154fbd0ce2be091178
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The correct secret management workflow uses secret_list MCP tool for discovering available secret names and secret_exec MCP tool for executing commands with secrets injected as environment variables

normalized_content:
  the correct secret management workflow uses secret_list mcp tool for discovering available secret names and secret_exec mcp tool for executing commands with secrets injected as environment variables


id: d630c460-9df5-4eaf-9a64-dc09c648928c
type: decision
source_type: session_end
tags: workflow,openclaw
created_at: 2026-02-27T10:59:15.597Z
updated_at: 2026-02-27T10:59:15.597Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references/openclaw
session_id: 06ffee16-a825-4005-86e3-136079c27a77
extraction_status: none
content:
  The openclaw-bugfix-pr skill provides a structured 9-step workflow for contributing bug fixes: establish context → pick bug → reproduce → fix → validate → commit → push → open PR → monitor CI


id: 1d71d4ed-93a0-48b1-ac9a-d3262b62e784
type: fact
source_type: session_end
tags: openclaw,tooling
created_at: 2026-02-27T10:59:15.597Z
updated_at: 2026-02-27T10:59:15.597Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references/openclaw
session_id: 06ffee16-a825-4005-86e3-136079c27a77
extraction_status: none
content:
  openclaw repository working directory at /home/nicholai/signet/signetai/references/openclaw uses pnpm as package manager with vitest for testing (based on skill instructions)


id: 763a4f71-a37f-45f2-9e03-24d87a87623d
type: fact
source_type: session_end
tags: openclaw,git,remotes
created_at: 2026-02-27T10:59:15.597Z
updated_at: 2026-02-27T10:59:15.597Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/references/openclaw
session_id: 06ffee16-a825-4005-86e3-136079c27a77
extraction_status: none
content:
  NicholaiVogel maintains a fork of openclaw at https://github.com/NicholaiVogel/clawdbot configured as 'fork' remote for PR contributions when upstream push is denied


id: 4124bd7d-5ff4-4d02-a220-cebc7ed2f7b9
type: issue
source_id: d5214320-cace-4cac-920d-a30c32b04239
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-openclaw-bugfix-pr-workflow-start,hierarchical-section
created_at: 2026-02-27T10:59:15.604Z
updated_at: 2026-02-27T10:59:15.604Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 246c252140050b07f5ebacdda4c4c8a709f32741f07ddab8f50920b4c1c48625
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## OpenClaw Bugfix PR Workflow Start Session initiated the openclaw-bugfix-pr skill to find and fix a bug in the openclaw repository. The working context was a reference copy at `/home/nicholai/signet/signetai/references/openclaw`.

normalized_content:
  ## openclaw bugfix pr workflow start session initiated the openclaw-bugfix-pr skill to find and fix a bug in the openclaw repository. the working context was a reference copy at `/home/nicholai/signet/signetai/references/openclaw`


id: 80bce2ea-c4af-4093-a0ca-1c438020b397
type: issue
source_id: d5214320-cace-4cac-920d-a30c32b04239
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-openclaw-bugfix-pr-workflow-start,hierarchical-section
created_at: 2026-02-27T10:59:15.604Z
updated_at: 2026-02-27T10:59:15.604Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 4345a3d4d4bd259bc14895f8702529dcc2d218ca84a5a90c0f77a8d76efdc2ed
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Initial setup confirmed: - Repository is on main branch, ahead 1 and behind 1 from origin/main - Both origin (openclaw/openclaw) and fork (NicholaiVogel/clawdbot) remotes configured - Assistant began searching for open bug issues to reproduce and fix Session was truncated before bug identification or reproduction.

normalized_content:
  initial setup confirmed: - repository is on main branch, ahead 1 and behind 1 from origin/main - both origin (openclaw/openclaw) and fork (nicholaivogel/clawdbot) remotes configured - assistant began searching for open bug issues to reproduce and fix session was truncated before bug identification or reproduction


id: 815fdad1-1188-4d53-9742-f83754c54b7f
type: semantic
source_id: 4124bd7d-5ff4-4d02-a220-cebc7ed2f7b9
source_type: pipeline-v2
created_at: 2026-02-27T11:00:13.076Z
updated_at: 2026-02-27T11:00:13.076Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T15:22:37.351Z
content_hash: b3792d3e33b91f9aa6bdd177aa0a81145afadb868ce8227e82c5d25163d0943c
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The openclaw-bugfix-pr skill is designed to find, fix, validate, and ship focused bug-fix pull requests for the openclaw/openclaw repository

normalized_content:
  the openclaw-bugfix-pr skill is designed to find, fix, validate, and ship focused bug-fix pull requests for the openclaw/openclaw repository


id: 34ec12f7-6687-4e18-8be6-e9762a87dfab
type: fact
source_id: openclaw:2026-02-27-session-initialization:ae9d3310d6e60a30
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-session-initialization,hierarchical-section
created_at: 2026-02-27T11:02:39.902Z
updated_at: 2026-02-27T11:02:39.902Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 184a5bf5a0244a84f350d44c66cb7a95f92826b03050090a07b7119fd82d725b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Session Initialization Session started at 10:57 UTC on the signetai project. Hook system initialized successfully via `signet hook session-start` command with Claude Code harness. No development work completed in this session - initialization only.

normalized_content:
  ## session initialization session started at 10:57 utc on the signetai project. hook system initialized successfully via `signet hook session-start` command with claude code harness. no development work completed in this session - initialization only


id: e536304c-8b8e-4f35-bafa-cfbd9a52e5dc
type: decision
source_type: session_end
tags: cli,setup-wizard,connectors
created_at: 2026-02-27T11:17:48.333Z
updated_at: 2026-02-27T11:17:48.333Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 5845d66b-72bd-472f-9cf6-bf6a0203697e
last_accessed: 2026-02-27T15:22:37.351Z
extraction_status: none
content:
  The Signet CLI setup wizard in `packages/cli/src/cli.ts` was restricted to 3 supported connectors: Claude Code (claude-code), OpenCode (opencode), and OpenClaw (openclaw)


id: 25b90a5e-a3a4-4ee5-8850-a5e714889e02
type: fact
source_type: session_end
tags: cli,setup-wizard,removed-features
created_at: 2026-02-27T11:17:48.333Z
updated_at: 2026-02-27T11:17:48.333Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 5845d66b-72bd-472f-9cf6-bf6a0203697e
last_accessed: 2026-02-27T15:22:37.351Z
extraction_status: none
content:
  Four unsupported harness options were removed from the setup wizard: Cursor, Windsurf, ChatGPT, and Gemini


id: 4d417a0b-2a72-4f81-bc75-82361ec515b9
type: decision
source_type: session_end
tags: cli,removed-features,migrate
created_at: 2026-02-27T11:17:48.333Z
updated_at: 2026-02-27T11:17:48.333Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 5845d66b-72bd-472f-9cf6-bf6a0203697e
last_accessed: 2026-02-27T15:22:37.351Z
extraction_status: none
content:
  Conversation import feature was completely removed from the CLI, including the `migrateWizard()` function and the `migrate` command registration


id: cc7a8374-2e79-4360-9be8-3ec132dbbe3e
type: fact
source_id: openclaw:2026-02-27-setup-wizard-restriction-implementation:d2bb0332b5df0f06
source_type: openclaw-memory-log
created_at: 2026-02-27T11:17:48.347Z
updated_at: 2026-02-27T11:17:48.347Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 81cdea09e4d4720dfcff2dbb107a3a082427161474925e080317a72e7f690e0f
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Setup Wizard Restriction Implementation Implemented plan to restrict the Signet CLI setup wizard to supported connectors only. The wizard previously offered 7 harness/connector options; this session reduced it to 3 supported platforms per Nicholai's request.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-setup-wizard-restriction-implementation,hierarchical-section

normalized_content:
  ## setup wizard restriction implementation implemented plan to restrict the signet cli setup wizard to supported connectors only. the wizard previously offered 7 harness/connector options; this session reduced it to 3 supported platforms per nicholai's request


id: fac304bc-0470-4bc9-8bfd-711acff8daf7
type: fact
source_id: f4163bbb-9e1a-4035-83c6-ca4b60aedb3f
source_type: chunk
created_at: 2026-02-27T11:17:49.077Z
updated_at: 2026-02-27T11:17:49.077Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: ac4dbed9d7e921c3faac2bb65a1f784bc6c6676f9bc88703fef536a11666c52b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Changes Made Modified `packages/cli/src/cli.ts` to: 1. **Removed unsupported harness choices** from the setup wizard (lines 1628-1664): Removed Cursor, Windsurf, ChatGPT, and Gemini options, keeping only Claude Code, OpenCode, and OpenClaw. 2.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-setup-wizard-restriction-implementation,hierarchical-section

normalized_content:
  ## changes made modified `packages/cli/src/cli.ts` to: 1. **removed unsupported harness choices** from the setup wizard (lines 1628-1664): removed cursor, windsurf, chatgpt, and gemini options, keeping only claude code, opencode, and openclaw. 2


id: 358317b4-b732-4fe8-adf2-9e2e0e580293
type: preference
source_id: f4163bbb-9e1a-4035-83c6-ca4b60aedb3f
source_type: chunk
created_at: 2026-02-27T11:17:49.077Z
updated_at: 2026-02-27T11:17:49.077Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 50f418a671561fe6734948791faaa6252f829abfbb02d645aeec1ffcbad6d4e1
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Removed conversation import prompt** (lines 1853-1857): Eliminated the `wantImport` confirmation that allowed users to import conversations during setup. 3. **Removed import conditional** (lines 2125-2127): Deleted the `if (wantImport)` block that called `migrateWizard()`. 4.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-setup-wizard-restriction-implementation,hierarchical-section

normalized_content:
  **removed conversation import prompt** (lines 1853-1857): eliminated the `wantimport` confirmation that allowed users to import conversations during setup. 3. **removed import conditional** (lines 2125-2127): deleted the `if (wantimport)` block that called `migratewizard()`. 4


id: 0949b4ce-4408-4ffa-afbf-c3ecde395335
type: fact
source_id: f4163bbb-9e1a-4035-83c6-ca4b60aedb3f
source_type: chunk
created_at: 2026-02-27T11:17:49.077Z
updated_at: 2026-02-27T11:17:49.077Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: d39a5c7b4dc0732a8d0331f72c868552799fc1fddac3142938ad1c34d2d23114
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Deleted stub function** `migrateWizard()` (lines 2356-2385): Removed entire function definition. 5. **Removed migrate command** registration (lines 2887-2894): Deleted the `program.command("migrate")` CLI command.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  **deleted stub function** `migratewizard()` (lines 2356-2385): removed entire function definition. 5. **removed migrate command** registration (lines 2887-2894): deleted the `program.command("migrate")` cli command


id: fcd2094a-d3b3-4e4f-9738-899181b369f6
type: fact
source_id: openclaw:2026-02-27-setup-wizard-restriction-implementation:97cc065eee3c7c18
source_type: openclaw-memory-log
created_at: 2026-02-27T11:17:49.124Z
updated_at: 2026-02-27T11:17:49.124Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T11:31:23.927Z
content_hash: cec7e77c912da1fa7a20b58b161f95c25671d2e37cf22cc3c64a2d355d11c14e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Verification Final checks include: - `bun run typecheck` — ensure no dead references - `bun run lint` — verify clean formatting - Manual test: `bun packages/cli/src/cli.ts setup` — confirm 3 harness options appear, no import prompt

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  ## verification final checks include: - `bun run typecheck` — ensure no dead references - `bun run lint` — verify clean formatting - manual test: `bun packages/cli/src/cli.ts setup` — confirm 3 harness options appear, no import prompt


id: e9a08493-ebb8-4f73-81a5-6988bbca5be6
type: decision
source_type: session_end
tags: signet,outreach,strategy,openclaw
created_at: 2026-02-27T11:31:41.844Z
updated_at: 2026-02-27T11:31:41.844Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d01d6236-e97e-4a4e-9f3b-5eb0add30932
last_accessed: 2026-02-27T15:22:37.351Z
extraction_status: none
content:
  Signet community post strategy: frame as problem/solution discussion targeting OpenClaw users experiencing agent memory and session continuity issues, positioning Signet as a practical approach rather than a competitive product.


id: bf75478c-07a4-41b2-8032-22a907fa861d
type: decision
source_type: session_end
tags: signet,openclaw,community
created_at: 2026-02-27T11:31:41.844Z
updated_at: 2026-02-27T11:31:41.844Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d01d6236-e97e-4a4e-9f3b-5eb0add30932
last_accessed: 2026-02-27T15:22:37.351Z
extraction_status: none
content:
  OpenClaw community post will be posted to GitHub Discussions (not Discord) to reach the technical audience most affected by portable identity and cross-platform agent memory problems.


id: addd92e2-00b9-436e-8813-722d99f80e55
type: decision
source_id: openclaw:2026-02-27-openclaw-community-post-planning:36482002a005b6e4
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-openclaw-community-post-planning,hierarchical-section
created_at: 2026-02-27T11:31:41.850Z
updated_at: 2026-02-27T11:34:50.092Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: d9c12c66888b0a1fc9bea29cc57ce3844400249e4b03c7eb7844693472f13db4
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The OpenClaw community outreach strategy focuses on addressing real user pain points (memory loss, session isolation, multi-harness complexity, secrets management) rather than feature comparison with other platforms

normalized_content:
  the openclaw community outreach strategy focuses on addressing real user pain points (memory loss, session isolation, multi-harness complexity, secrets management) rather than feature comparison with other platforms


id: 103158db-995d-4c3c-ab0f-ea5c6d121266
type: rationale
source_id: openclaw:2026-02-27-openclaw-community-post-planning:67da5d6610fba9c9
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-openclaw-community-post-planning,hierarchical-section
created_at: 2026-02-27T11:31:42.481Z
updated_at: 2026-02-27T11:33:31.107Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 548d8a98ac8012fff60754c0bd313988a17e8142ae50590c9f65aefad1163314
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Problem-first framing was selected because: (1) it resonates better with community members who identify with specific pain points, (2) it makes the value proposition clearer through concrete problems rather than abstract features. Straightforward project introduction was rejected because it presents abstract features without connecting to community pain points.

normalized_content:
  problem-first framing was selected because: (1) it resonates better with community members who identify with specific pain points, (2) it makes the value proposition clearer through concrete problems rather than abstract features. straightforward project introduction was rejected because it presents abstract features without connecting to community pain points


id: d8f3ab64-7f10-49a4-85b6-856148bb52dd
type: fact
source_id: openclaw:2026-02-27-openclaw-community-post-planning:52d4320cf84510de
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-openclaw-community-post-planning,hierarchical-section
created_at: 2026-02-27T11:31:42.499Z
updated_at: 2026-02-27T11:31:42.499Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T12:24:30.973Z
content_hash: 32ec6bc04ff9d055610a1b0445fe9981c1831e6612d88ec9936944412eba7f5a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Next Steps Drafting the discussion post with focus on: - Real problems OpenClaw users face (memory loss, session isolation, multi-harness complexity) - How Signet addresses those specific pain points - Brief introduction of the approach without overselling - Invitation for feedback and discussion

normalized_content:
  ## next steps drafting the discussion post with focus on: - real problems openclaw users face (memory loss, session isolation, multi-harness complexity) - how signet addresses those specific pain points - brief introduction of the approach without overselling - invitation for feedback and discussion


id: 09882099-3973-48f5-8556-c85ee1c6b271
type: issue
source_type: session_end
tags: daemon,dashboard,scheduled-tasks,bug
created_at: 2026-02-27T11:38:54.777Z
updated_at: 2026-02-27T11:38:54.777Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 96a2a365-a7e5-4168-be39-9c9fe21c933f
last_accessed: 2026-02-27T15:22:37.351Z
extraction_status: none
content:
  Scheduled tasks in packages/daemon are failing when triggered from the dashboard UI, requiring investigation of the task execution pipeline.


id: 109afa90-b7ce-4f5a-a4ae-536c8175fb86
type: fact
source_type: session_end
tags: signetai,feature,setup
created_at: 2026-02-27T11:38:54.777Z
updated_at: 2026-02-27T11:38:54.777Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 96a2a365-a7e5-4168-be39-9c9fe21c933f
last_accessed: 2026-02-27T15:22:37.351Z
extraction_status: none
content:
  Active work on branch `nicholai/non-interactive-setup-providers` focuses on provider setup improvements following PR #31.


id: 6730846d-3de4-4df4-a8b3-861b102a54f3
type: fact
source_type: session_end
tags: dashboard,svelte,ui
created_at: 2026-02-27T11:38:54.777Z
updated_at: 2026-02-27T11:38:54.777Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 96a2a365-a7e5-4168-be39-9c9fe21c933f
last_accessed: 2026-02-27T15:22:37.351Z
extraction_status: none
content:
  Dashboard component at packages/cli/dashboard/src/routes/+page.svelte is being modified as part of current session work.


id: d77dbdc3-799a-4974-9c77-8f3cafbd4260
type: fact
source_id: openclaw:2026-02-27-scheduled-tasks-dashboard-issue:62e327d3ffa6d6f4
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-scheduled-tasks-dashboard-issue,hierarchical-section
created_at: 2026-02-27T11:38:55.456Z
updated_at: 2026-02-27T11:38:55.456Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T12:24:30.973Z
content_hash: 0f7c7bddeb3abde988baa45aaccb10a6ceb9b3bb71ba98ecbee4aedc0b981b10
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Repository State The session began with the following uncommitted changes: - Modified: `.github/workflows/release.yml`, `packages/cli/dashboard/src/routes/+page.svelte` - Deleted: `public/memory-loop-blueprint.jpg`, `public/memory-loop-v2-light.jpg` - New file: `docs/specs/planning/daemon-rust-rewrite.md` The branch contains work on non-interactive setup provider handling, building on recent PRs that introduced explicit provider requirements for setup.

normalized_content:
  ## repository state the session began with the following uncommitted changes: - modified: `.github/workflows/release.yml`, `packages/cli/dashboard/src/routes/+page.svelte` - deleted: `public/memory-loop-blueprint.jpg`, `public/memory-loop-v2-light.jpg` - new file: `docs/specs/planning/daemon-rust-rewrite.md` the branch contains work on non-interactive setup provider handling, building on recent prs that introduced explicit provider requirements for setup


id: 164bf093-6119-4d21-ac54-1f795ff7d142
type: fact
source_id: d77dbdc3-799a-4974-9c77-8f3cafbd4260
source_type: pipeline-v2
created_at: 2026-02-27T11:42:01.090Z
updated_at: 2026-02-27T11:42:01.090Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T15:22:37.351Z
content_hash: a0f41b7a2d7a9d2c4e89fae8270128cb8c1e716cba7af00384a1f17dd6c83324
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Recent PRs to the signetai codebase introduced explicit provider requirements for non-interactive setup operations

normalized_content:
  recent prs to the signetai codebase introduced explicit provider requirements for non-interactive setup operations


id: 358b30e2-566e-447d-beb4-c0d7acecca74
type: issue
source_type: session_end
tags: openmarketui,pm-server,rust,build-failure
created_at: 2026-02-27T11:53:01.748Z
updated_at: 2026-02-27T11:53:01.748Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: f9cbbab6-b02d-4817-a650-2d211ef25c0b
last_accessed: 2026-03-02T06:29:49.205Z
extraction_status: none
content:
  OpenMarketUI pm-server (located at /home/nicholai/openmarketui) failed to start with exit code 101 when running `cargo run -p pm-server`


id: 393c436d-08b5-411f-90b1-a03c83ab174a
type: fact
source_id: openclaw:2026-02-27-pm-server-startup-attempt:72fe2596779cb136
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-pm-server-startup-attempt,hierarchical-section
created_at: 2026-02-27T11:53:01.752Z
updated_at: 2026-02-27T11:54:37.007Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T12:24:30.973Z
content_hash: 7e2abbc58b8e9de2126f737679197cd12db9b94651d5b07a19fb604e9f0833db
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  An attempt to start pm-server in OpenMarketUI failed with exit code 101, indicating a compilation, linking, or runtime initialization error

normalized_content:
  an attempt to start pm-server in openmarketui failed with exit code 101, indicating a compilation, linking, or runtime initialization error


id: 4ea8d16b-ebc7-41dc-b2dd-4c2dbaef9bba
type: rule
source_type: manual
tags: opentui,keybindings,watchtower,bug-fix
created_at: 2026-02-27T11:55:24.366Z
updated_at: 2026-02-27T11:55:24.366Z
updated_by: daemon
vector_clock: {}
who: daemon
why: explicit
last_accessed: 2026-02-27T12:24:30.973Z
content_hash: 9fd03cc92e6cb1b53ea109617af1a2444130fce539075c3eed6717f3298f6bdb
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  opentui key event mapping: the Enter key sends key.name = "return" (not "enter"). The keybindings.ts enter binding was updated to ["enter", "return", "l"] to fix this. Any future keybinding that needs Enter must include "return".

normalized_content:
  opentui key event mapping: the enter key sends key.name = "return" (not "enter"). the keybindings.ts enter binding was updated to ["enter", "return", "l"] to fix this. any future keybinding that needs enter must include "return"


id: ae77b2cd-730b-4a9a-b211-4d33d5a8c9a3
type: rationale
source_type: manual
tags: kalshi,api,pm-kalshi,data-fetcher,breaking-change
created_at: 2026-02-27T11:55:28.266Z
updated_at: 2026-02-27T11:58:01.094Z
updated_by: pipeline-v2
vector_clock: {}
who: daemon
why: explicit
last_accessed: 2026-02-27T12:24:30.973Z
content_hash: 630469b9a687ffdc6c602e6a6459437be5dd178634d3c9b3076e156f0b591a74
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Using serde_json::Value in the Trade struct allows handling the Kalshi API breaking change where price field type changed from integer to float while yes_price remained integer

normalized_content:
  using serde_json::value in the trade struct allows handling the kalshi api breaking change where price field type changed from integer to float while yes_price remained integer


id: d4070bc4-a071-4256-9e81-f4e9b2c169d7
type: issue
source_id: 486147de-4297-497d-b3a3-723d43e92ba8
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-signet-secrets-mcp-integration,hierarchical-section
created_at: 2026-02-27T12:33:47.488Z
updated_at: 2026-02-27T12:33:47.488Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: e492f207fcf52d783b09a51fa921770f5ce660bb11cb5107621a1ae5af3f49e1
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Documentation Fix**: Update the Signet block in `packages/core/src/markdown.ts` to remove the broken CLI reference and document the actual workflow: `secret_list` and `secret_exec` MCP tools for discovery and usage. 2.

normalized_content:
  **documentation fix**: update the signet block in `packages/core/src/markdown.ts` to remove the broken cli reference and document the actual workflow: `secret_list` and `secret_exec` mcp tools for discovery and usage. 2


id: 6d86d91d-43ca-471b-ad0d-e7c9741e4381
type: fact
source_id: 9d5f9ab5-74ac-42a3-a6fd-6139ddfbd35a
source_type: chunk
tags: openclaw,memory-log,2026-02-22,2026-02-22-openclaw-troubleshooting,hierarchical-section
created_at: 2026-02-27T12:33:48.374Z
updated_at: 2026-02-27T12:33:48.374Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 637a927d8e3ef2e3c7bdc000d419874576267f48bb8a4403d597ba5eae8800cb
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The session was interrupted during the diagnostic phase before root cause analysis or remediation steps were completed.

normalized_content:
  the session was interrupted during the diagnostic phase before root cause analysis or remediation steps were completed


id: bd70f73d-28e7-4b33-8919-3c4685aecb01
type: issue
source_type: session_end
tags: defaults,pipeline,configuration
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  Signet's DEFAULT_PIPELINE_V2 constant in packages/daemon/src/memory-config.ts (line 31) ships with pipeline, graph, reranker, and autonomous features disabled by default, which results in new users receiving a suboptimal product experience.


id: 629a628d-3637-4856-b67d-32170b775309
type: issue
source_type: session_end
tags: configuration,migration,boolean-resolution
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  The loadPipelineConfig() function in packages/daemon/src/memory-config.ts uses the pattern `raw.xxx === true` to resolve booleans, which hardcodes absent values to false regardless of the DEFAULT_PIPELINE_V2 constant, causing existing users to miss feature upgrades.


id: ec4fca36-d2af-4793-997d-4408fd2bdb40
type: decision
source_type: session_end
tags: configuration,pattern
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  In packages/daemon/src/memory-config.ts, boolean resolution should use `typeof raw.enabled === "boolean" ? raw.enabled : d.enabled` pattern to preserve user-explicit values while falling back to defaults for absent keys.


id: 356fde6d-7f45-473a-99c3-1a6ef06075f8
type: decision
source_type: session_end
tags: refactoring,configuration
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  A resolveBool(nested, flat, fallback) helper function should be added to packages/daemon/src/memory-config.ts to handle graph, reranker, and autonomous fields that support both nested and flat YAML formats.


id: 7fa08e04-ff36-481e-b6b9-80a6104a9a15
type: fact
source_type: session_end
tags: defaults,pipeline
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  DEFAULT_PIPELINE_V2 updates: enabled→true, graph.enabled→true, reranker.enabled→true, autonomous.enabled→true, autonomous.allowUpdateDelete→true, autonomous.maintenanceMode→execute. shadowMode, mutationsFrozen, semanticContradictionEnabled, telemetryEnabled remain false (intentionally opt-in).


id: 6d19315d-b9d4-4199-9bd0-44ba46e0ba5c
type: decision
source_type: session_end
tags: auto-detection,provider
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  Runtime extraction provider auto-detection should be added to packages/daemon/src/daemon.ts after loading memoryCfg: check if claude CLI is available → opencode → ollama fallback, with logging of effective choice.


id: 60dbfa62-e39a-47e0-8238-a684267b221a
type: decision
source_type: session_end
tags: setup-wizard,auto-detection
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  CLI setup wizard in packages/cli/src/cli.ts should auto-detect extraction provider availability (claude on PATH → suggest claude-code, else opencode → claude-code, else ollama) before presenting selection to user.


id: 8d9cba8a-0d34-4fb4-a2c2-336e71bdf0f7
type: decision
source_type: session_end
tags: setup-wizard,configuration
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  Setup wizard should write full nested pipelineV2 config instead of minimal flat format, enabling pipeline, graph, reranker, and autonomous by default when user selects an extraction provider.


id: c64807ff-34aa-4e0a-b5e7-a1cede5d7369
type: decision
source_type: session_end
tags: template,documentation
created_at: 2026-02-27T15:22:39.620Z
updated_at: 2026-02-27T15:22:39.620Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/daemon
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
extraction_status: none
content:
  agent.yaml.template in packages/cli/templates/ should be updated with documented pipelineV2 section showing all options, and rehearsal_enabled should be added to search block.


id: 5f37ea7e-4012-4582-83b4-18aec3cbf04c
type: issue
source_id: openclaw:2026-02-27-default-configuration-values-fix:f6837bf9a3abab5c
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-default-configuration-values-fix,hierarchical-section
created_at: 2026-02-27T15:22:39.630Z
updated_at: 2026-02-27T15:22:39.630Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b2e518b7141115ed9a60c7ba6e9924a67ddf47208e3f02f7be314b4c021bd950
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Default Configuration Values Fix Nicholai submitted a detailed plan to fix Signet's disabled-by-default features. The core issue: pipeline, graph, reranker, and autonomous maintenance are all shipped disabled, leaving new users with a hollow product. Existing users who never explicitly configured these values get suboptimal performance because `loadPipelineConfig` uses `=== true` checks, hardcoding absent booleans to `false` regardless of the `DEFAULT_PIPELINE_V2` constant.

normalized_content:
  ## default configuration values fix nicholai submitted a detailed plan to fix signet's disabled-by-default features. the core issue: pipeline, graph, reranker, and autonomous maintenance are all shipped disabled, leaving new users with a hollow product. existing users who never explicitly configured these values get suboptimal performance because `loadpipelineconfig` uses `=== true` checks, hardcoding absent booleans to `false` regardless of the `default_pipeline_v2` constant


id: 2b420883-aab0-4b19-bddf-ac613f3b3f78
type: decision
source_id: 579c09d7-fb71-4b0e-b9b8-7d71434090ac
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-default-configuration-values-fix,hierarchical-section
created_at: 2026-02-27T15:22:40.335Z
updated_at: 2026-02-27T15:40:24.863Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: e23248a7d10217b2236b6bb08edb495f85f567318840530f967d8ba675d18213
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The memory-config.ts file contains a DEFAULT_PIPELINE_V2 constant that was updated to enable pipeline, graph, reranker, and autonomous features

normalized_content:
  the memory-config.ts file contains a default_pipeline_v2 constant that was updated to enable pipeline, graph, reranker, and autonomous features


id: d3040baf-8afb-4b3e-8ec0-864bb9133726
type: fact
source_id: 579c09d7-fb71-4b0e-b9b8-7d71434090ac
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-default-configuration-values-fix,hierarchical-section
created_at: 2026-02-27T15:22:40.335Z
updated_at: 2026-02-27T15:22:40.335Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: d101f1e053e612a3cf85ae0581c1a20a7b62049be01808a99a8b686eb78e3f78
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Step 2:** Fix boolean resolution in `loadPipelineConfig` (lines 159-268) to respect absent values. Current pattern `raw.enabled === true` will change to `typeof raw.enabled === "boolean" ? raw.enabled : d.enabled`.

normalized_content:
  **step 2:** fix boolean resolution in `loadpipelineconfig` (lines 159-268) to respect absent values. current pattern `raw.enabled === true` will change to `typeof raw.enabled === "boolean" ? raw.enabled : d.enabled`


id: 07cc5150-d3f2-4ab2-8d6c-a444183ef8f3
type: fact
source_id: 579c09d7-fb71-4b0e-b9b8-7d71434090ac
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-default-configuration-values-fix,hierarchical-section
created_at: 2026-02-27T15:22:40.335Z
updated_at: 2026-02-27T15:22:40.335Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 525f1f3cae436f96a934e275e58ed1b05b05c4907bb92ef5bf8fe7f38a7e8381
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  A `resolveBool()` helper will handle nested + flat fallback patterns for graph, reranker, and autonomous fields. **Step 3:** Add runtime auto-detection of extraction provider in daemon startup—check if `claude` CLI is available (fallback to `opencode`, then `ollama`).

normalized_content:
  a `resolvebool()` helper will handle nested + flat fallback patterns for graph, reranker, and autonomous fields. **step 3:** add runtime auto-detection of extraction provider in daemon startup—check if `claude` cli is available (fallback to `opencode`, then `ollama`)


id: 759c7226-5823-4761-be72-bd824859ef92
type: fact
source_id: 579c09d7-fb71-4b0e-b9b8-7d71434090ac
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-default-configuration-values-fix,hierarchical-section
created_at: 2026-02-27T15:22:40.335Z
updated_at: 2026-02-27T15:22:40.335Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 50dcf0e59405163d11737477b70aed0459ff58a77b8fb598c83c058331c3be5e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Step 4:** Add auto-detection in CLI setup wizard to suggest appropriate provider based on PATH. **Step 5:** Write full nested `pipelineV2` config in setup wizard instead of minimal flat format. **Step 6:** Update `agent.yaml.template` with documented `pipelineV2` section showing all options.

normalized_content:
  **step 4:** add auto-detection in cli setup wizard to suggest appropriate provider based on path. **step 5:** write full nested `pipelinev2` config in setup wizard instead of minimal flat format. **step 6:** update `agent.yaml.template` with documented `pipelinev2` section showing all options


id: 752e1972-5972-424e-a13c-51279d7d3759
type: procedural
source_id: openclaw:2026-02-27-default-configuration-values-fix:8cfaa091e7d5f132
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-default-configuration-values-fix,hierarchical-section
created_at: 2026-02-27T15:22:40.386Z
updated_at: 2026-02-27T15:44:47.595Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T15:23:37.708Z
content_hash: 95d8e859adbefd037cbc483d743af893500821fa2e740fd5df998d68339e0c6a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Manual testing verifies that explicit user-provided config choices are respected and not overridden by defaults

normalized_content:
  manual testing verifies that explicit user-provided config choices are respected and not overridden by defaults


id: fbac058f-49a6-4ed1-98f7-8a1128d059c3
type: decision
source_type: session_end
tags: predictor,phase1,architecture,rust
created_at: 2026-02-27T15:23:23.898Z
updated_at: 2026-02-27T15:23:23.898Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/predictor
session_id: 30443bf1-1ce5-4046-9aab-e56b11793aab
extraction_status: none
content:
  Predictive Memory Scorer Phase 1 implemented as a standalone Rust crate at packages/predictor/ with operation-level autograd engine, cross-attention scorer, and JSON-RPC service protocol


id: 1422fab3-6891-4b85-8823-1ce4af6f1aad
type: fact
source_type: session_end
tags: autograd,ml,predictor
created_at: 2026-02-27T15:23:23.898Z
updated_at: 2026-02-27T15:23:23.898Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/predictor
session_id: 30443bf1-1ce5-4046-9aab-e56b11793aab
extraction_status: none
content:
  packages/predictor/src/autograd.rs implements operation-level automatic differentiation with Rng, Param, Tape abstractions and custom operations (Sigmoid, MeanPool, FeatureConcat, ListwiseLoss) with forward/backward implementations


id: 2781f7cc-d2d1-4881-ba83-27a9a47a0176
type: fact
source_type: session_end
tags: scorer,model,predictor
created_at: 2026-02-27T15:23:23.898Z
updated_at: 2026-02-27T15:23:23.898Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/predictor
session_id: 30443bf1-1ce5-4046-9aab-e56b11793aab
extraction_status: none
content:
  packages/predictor/src/model.rs implements CrossAttentionScorer for ranking memory candidates using softmax-based preference prediction


id: 95478e0c-19bd-485e-ba1b-d86d715dc13e
type: fact
source_type: session_end
tags: service,protocol,predictor,rpc
created_at: 2026-02-27T15:23:23.898Z
updated_at: 2026-02-27T15:23:23.898Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/predictor
session_id: 30443bf1-1ce5-4046-9aab-e56b11793aab
extraction_status: none
content:
  packages/predictor/src/main.rs provides JSON-line stdin/stdout service interface with status, score, and train command handlers for RPC communication


id: 9900d462-1c4d-408f-9b91-eb291bba693a
type: fact
source_type: session_end
tags: training,optimizer,predictor
created_at: 2026-02-27T15:23:23.898Z
updated_at: 2026-02-27T15:23:23.898Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/predictor
session_id: 30443bf1-1ce5-4046-9aab-e56b11793aab
extraction_status: none
content:
  packages/predictor/src/training.rs includes training scaffolding with Adam optimizer implementation for preference scorer training


id: 54f7d816-63b7-4962-b441-f3e6508fbeaf
type: fact
source_type: session_end
tags: checkpoint,persistence,predictor
created_at: 2026-02-27T15:23:23.898Z
updated_at: 2026-02-27T15:23:23.898Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/predictor
session_id: 30443bf1-1ce5-4046-9aab-e56b11793aab
extraction_status: none
content:
  packages/predictor/src/checkpoint.rs implements model checkpoint save/load/apply for training persistence and inference loading


id: c11bc9b7-cbd0-465c-ad96-3621fa3784de
type: fact
source_type: session_end
tags: tokenizer,feature-engineering,predictor
created_at: 2026-02-27T15:23:23.898Z
updated_at: 2026-02-27T15:23:23.898Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/packages/predictor
session_id: 30443bf1-1ce5-4046-9aab-e56b11793aab
extraction_status: none
content:
  packages/predictor/src/tokenizer.rs implements HashTrick tokenizer for feature hashing in the preference scorer


id: 2b6edf37-e8be-4c07-997a-9609ae23466a
type: preference
source_id: openclaw:2026-02-27-phase-1-predictor-implementation-review:4c8075c997f6f76d
source_type: openclaw-memory-log
created_at: 2026-02-27T15:23:23.907Z
updated_at: 2026-02-27T15:23:23.907Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T15:23:37.708Z
content_hash: 64dcece300d14290e608b449ef90fa50d4f94619ba2165ef0ba6d001c5a6a30d
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Phase 1 Predictor Implementation Review Nicholai completed and presented Phase 1 of the predictive memory scorer—a Rust crate scaffold implementing a complete training and inference pipeline for real-time memory preference scoring. He requested code review of the newly added packages/predictor/ crate.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-phase-1-predictor-implementation-review,hierarchical-section

normalized_content:
  ## phase 1 predictor implementation review nicholai completed and presented phase 1 of the predictive memory scorer—a rust crate scaffold implementing a complete training and inference pipeline for real-time memory preference scoring. he requested code review of the newly added packages/predictor/ crate


id: a24dd55d-6b7d-4429-a4ae-32f1f1e221be
type: fact
source_id: b971dd91-2d98-4ff5-8ae1-27665f812c16
source_type: chunk
created_at: 2026-02-27T15:23:23.924Z
updated_at: 2026-02-27T15:23:23.924Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T15:23:37.708Z
content_hash: 5927c3513afb1eae1ecd192d791eb0af313f02209d669146d61918494761baca
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Implementation Summary The Phase 1 deliverable includes: - **Autograd engine** (autograd.rs): Operation-level automatic differentiation with Rng, Param, Tape abstractions and custom operations (Sigmoid, MeanPool, FeatureConcat, ListwiseLoss) plus comprehensive forward/backward implementations and unit tests.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-phase-1-predictor-implementation-review,hierarchical-section

normalized_content:
  ## implementation summary the phase 1 deliverable includes: - **autograd engine** (autograd.rs): operation-level automatic differentiation with rng, param, tape abstractions and custom operations (sigmoid, meanpool, featureconcat, listwiseloss) plus comprehensive forward/backward implementations and unit tests


id: fd586d29-d3d3-410a-8419-41fc9de3ab9e
type: preference
source_id: b971dd91-2d98-4ff5-8ae1-27665f812c16
source_type: chunk
created_at: 2026-02-27T15:23:23.924Z
updated_at: 2026-02-27T15:23:23.924Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T15:23:37.708Z
content_hash: ff73f59325d09b1da577d379357c6e298265a0f2c38557051edb738d0d9efa78
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  - **Scorer core** (model.rs): Cross-attention-style ScorerConfig and CrossAttentionScorer implementing candidate scoring with softmax ranking for preference prediction. - **Protocol layer** (protocol.rs): JSON-RPC protocol types defining the service contract.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-phase-1-predictor-implementation-review,hierarchical-section

normalized_content:
  - **scorer core** (model.rs): cross-attention-style scorerconfig and crossattentionscorer implementing candidate scoring with softmax ranking for preference prediction. - **protocol layer** (protocol.rs): json-rpc protocol types defining the service contract


id: f7f54988-399d-4435-81af-4ad9ddade9ae
type: fact
source_id: b971dd91-2d98-4ff5-8ae1-27665f812c16
source_type: chunk
created_at: 2026-02-27T15:23:23.924Z
updated_at: 2026-02-27T15:23:23.924Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T15:23:37.708Z
content_hash: cb6bf3eef706ab600a657eac2eceb14fec1ececd704e19d5414ac2ae29e27a1d
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  - **Tokenization** (tokenizer.rs): HashTrick tokenizer for feature hashing. - **Training infrastructure** (training.rs): Scaffolding including Adam optimizer. - **Data pipeline** (data.rs): Placeholder reader for training data.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  - **tokenization** (tokenizer.rs): hashtrick tokenizer for feature hashing. - **training infrastructure** (training.rs): scaffolding including adam optimizer. - **data pipeline** (data.rs): placeholder reader for training data


id: ed38fa3a-1e15-4fb1-a37a-8f5a75a671cf
type: fact
source_id: b971dd91-2d98-4ff5-8ae1-27665f812c16
source_type: chunk
created_at: 2026-02-27T15:23:23.924Z
updated_at: 2026-02-27T15:23:23.924Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T15:23:37.708Z
content_hash: edc0910a4691751bb670004db39e193705a311427e96d0ca5f9704fbc430c32e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  - **Persistence** (checkpoint.rs): Save/load/apply for model checkpoints. - **Service entry point** (main.rs): JSON-line stdin/stdout service with status, score, and train handlers. - **Build config** (Cargo.toml): Crate manifest and dependencies.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  - **persistence** (checkpoint.rs): save/load/apply for model checkpoints. - **service entry point** (main.rs): json-line stdin/stdout service with status, score, and train handlers. - **build config** (cargo.toml): crate manifest and dependencies


id: 2182ff0c-bb01-4865-8675-ec0bfe7b87b7
type: fact
source_id: b971dd91-2d98-4ff5-8ae1-27665f812c16
source_type: chunk
created_at: 2026-02-27T15:23:23.924Z
updated_at: 2026-02-27T15:23:23.924Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T15:23:37.708Z
content_hash: 9477e4181c53e69321461e3905c3f01cfec8edc4e3cbc33285bf8d721344bb0c
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The session involved reading the implementation files to understand architecture and provide technical feedback. Build artifacts were properly ignored in .gitignore.

tags:
[cell repeats an earlier one in this file: 102 characters]

normalized_content:
  the session involved reading the implementation files to understand architecture and provide technical feedback. build artifacts were properly ignored in .gitignore


id: c4a2b079-1333-447a-a523-5341103d983f
type: decision
source_type: session_end
tags: memory-config,defaults,configuration
created_at: 2026-02-27T15:25:56.320Z
updated_at: 2026-02-27T15:25:56.320Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
last_accessed: 2026-02-27T16:12:43.715Z
extraction_status: none
content:
  Signet's DEFAULT_PIPELINE_V2 in packages/daemon/src/memory-config.ts needs to enable: pipeline (enabled: true), graph.enabled: true, reranker.enabled: true, autonomous (enabled: true, allowUpdateDelete: true, maintenanceMode: 'execute')


id: 8029c59a-00fc-42cd-89e7-d885299059e9
type: issue
source_type: session_end
tags: memory-config,boolean-resolution,migration
created_at: 2026-02-27T15:25:56.320Z
updated_at: 2026-02-27T15:25:56.320Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
last_accessed: 2026-02-27T16:12:43.715Z
extraction_status: none
content:
  The loadPipelineConfig function in packages/daemon/src/memory-config.ts uses `=== true` checks which hardcodes absent booleans to false, ignoring the default constant. Must change to `typeof raw.xxx === 'boolean'` pattern to respect absence.


id: ab07e598-8ec5-4913-bcef-801474921ae8
type: decision
source_type: session_end
tags: memory-config,refactoring,helper-function
created_at: 2026-02-27T15:25:56.320Z
updated_at: 2026-02-27T15:25:56.320Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
last_accessed: 2026-02-27T16:12:43.715Z
extraction_status: none
content:
  A helper function resolveBool(nested, flat, fallback) should be added to packages/daemon/src/memory-config.ts to handle three-tier resolution: check nested config, fall back to flat legacy key, then use default constant.


id: ab4e214e-ca50-44e0-bdf3-6bfaff6c5bc1
type: decision
source_type: session_end
tags: daemon,extraction-provider,auto-detection
created_at: 2026-02-27T15:25:56.320Z
updated_at: 2026-02-27T15:25:56.320Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
last_accessed: 2026-02-27T16:12:43.715Z
extraction_status: none
content:
  packages/daemon/src/daemon.ts needs runtime auto-detection of extraction provider: check if 'claude' CLI is available first (use ClaudeCode.available() pattern from provider.ts), then opencode, fall back to ollama with warning log.


id: 0e323639-4498-4a28-9df5-febcb4484e49
type: decision
source_type: session_end
tags: cli,setup-wizard,extraction-provider
created_at: 2026-02-27T15:25:56.320Z
updated_at: 2026-02-27T15:25:56.320Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
last_accessed: 2026-02-27T16:12:43.715Z
extraction_status: none
content:
  packages/cli/src/cli.ts setup wizard should auto-detect available extraction providers (claude, opencode) before presenting selection, suggesting detected provider as default.


id: 61bf6677-9ed2-4d33-9cff-73f29d78f6e7
type: decision
source_type: session_end
tags: cli,setup-wizard,configuration-writing
created_at: 2026-02-27T15:25:56.320Z
updated_at: 2026-02-27T15:25:56.320Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
last_accessed: 2026-02-27T16:12:43.715Z
extraction_status: none
content:
  packages/cli/src/cli.ts setup wizard should write complete nested pipelineV2 config object when extraction provider is selected, not minimal flat format, to ensure graph/reranker/autonomous features are enabled.


id: db2f6485-546c-409a-8540-9142b99e8386
type: decision
source_type: session_end
tags: cli,templates,documentation
created_at: 2026-02-27T15:25:56.320Z
updated_at: 2026-02-27T15:25:56.320Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
last_accessed: 2026-02-27T15:50:08.310Z
extraction_status: none
content:
  packages/cli/templates/agent.yaml.template needs full documented pipelineV2 section with all options, including new defaults and rehearsal_enabled flag under search block.


id: fe329f14-05f9-4920-bf84-a367dfe5312d
type: rule
source_type: session_end
tags: memory-config,backward-compatibility,migration
created_at: 2026-02-27T15:25:56.320Z
updated_at: 2026-02-27T15:25:56.320Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: d2c95d3a-6765-4160-b13c-14776669ea71
last_accessed: 2026-02-27T16:12:43.715Z
extraction_status: none
content:
  User-explicit config values must be preserved: if user has `enabled: false` in YAML, the typeof check catches it as boolean and respects the choice. Only truly absent keys receive new defaults.


id: c478c1e8-329b-47e0-a27c-402e0299fb87
type: rule
source_id: openclaw:2026-02-27-implementing-default-configuration-fixes:b9afe24c77bb1694
source_type: openclaw-memory-log
created_at: 2026-02-27T15:25:56.326Z
updated_at: 2026-02-27T15:25:56.326Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 2a6c09cb3f320d4d75fc265aa1ba180e4eedd1d94345f70a0e7271cfbeb60d8b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Implementing Default Configuration Fixes Session began with a detailed implementation plan to fix Signet's ship defaults. The project currently ships with core features disabled (pipeline, graph, reranker, autonomous maintenance), leaving new users with a hollow product. Existing users who never explicitly configured these values are also running suboptimal defaults due to boolean resolution logic that hardcodes absent values to `false`.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-implementing-default-configuration-fixes,hierarchical-section

normalized_content:
  ## implementing default configuration fixes session began with a detailed implementation plan to fix signet's ship defaults. the project currently ships with core features disabled (pipeline, graph, reranker, autonomous maintenance), leaving new users with a hollow product. existing users who never explicitly configured these values are also running suboptimal defaults due to boolean resolution logic that hardcodes absent values to `false`


id: 38eb28e9-9421-4677-a480-2c26d8df92e0
type: fact
source_id: 3d43fc81-f681-4636-8491-1080aad9a2ca
source_type: chunk
created_at: 2026-02-27T15:25:56.341Z
updated_at: 2026-02-27T15:25:56.341Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 1ec34c683f810915836b46e12f1cc296fec9813dde4dc990c3b5eaecce538255
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Plan Overview The fix involves six coordinated changes across four files: 1. **memory-config.ts**: Update DEFAULT_PIPELINE_V2 constant to enable pipeline, graph, reranker, and autonomous features.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-implementing-default-configuration-fixes,hierarchical-section

normalized_content:
  ## plan overview the fix involves six coordinated changes across four files: 1. **memory-config.ts**: update default_pipeline_v2 constant to enable pipeline, graph, reranker, and autonomous features


id: 7b520d31-d8b8-4194-92e7-c7ee86f95327
type: fact
source_id: 3d43fc81-f681-4636-8491-1080aad9a2ca
source_type: chunk
created_at: 2026-02-27T15:25:56.341Z
updated_at: 2026-02-27T15:25:56.341Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 2e17037d971a08d1fd48bccff4566bffbf5ed4795a8a3c67ae721efad12755e6
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Modify loadPipelineConfig to use `typeof` checks instead of `=== true` comparisons, respecting absent values and falling back to defaults while preserving explicit user choices. 2.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-implementing-default-configuration-fixes,hierarchical-section

normalized_content:
  modify loadpipelineconfig to use `typeof` checks instead of `=== true` comparisons, respecting absent values and falling back to defaults while preserving explicit user choices. 2


id: c8f79a70-34d3-482f-a338-de9aac6c0667
type: procedural
source_id: 3d43fc81-f681-4636-8491-1080aad9a2ca
source_type: chunk
created_at: 2026-02-27T15:25:56.341Z
updated_at: 2026-02-27T15:28:12.551Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 78253c95e30e17fb5d5ad99bd7e009e5c2cd49cd2c0074960a08f33fca101d9e
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  If claude CLI is unavailable, the extraction provider selection falls back to opencode as the second option

tags:
[cell repeats an earlier one in this file: 103 characters]

normalized_content:
  if claude cli is unavailable, the extraction provider selection falls back to opencode as the second option


id: 3f02e91e-47b2-48ce-8151-6d454de684d9
type: fact
source_id: 3d43fc81-f681-4636-8491-1080aad9a2ca
source_type: chunk
created_at: 2026-02-27T15:25:56.341Z
updated_at: 2026-02-27T15:25:56.341Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 5bfc1e13d5f44a37ea2f756b07cd47a965f15bd1cdb3bba7e2c00079690eda42
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **agent.yaml.template**: Add full documented pipelineV2 section with new defaults and document rehearsal_enabled option.

tags:
[cell repeats an earlier one in this file: 103 characters]

normalized_content:
  **agent.yaml.template**: add full documented pipelinev2 section with new defaults and document rehearsal_enabled option


id: 5f105883-9764-43c1-b3ac-7c689615fe91
type: procedural
source_id: openclaw:2026-02-27-implementing-default-configuration-fixes:c611da0de564bd82
source_type: openclaw-memory-log
created_at: 2026-02-27T15:25:56.385Z
updated_at: 2026-02-27T15:44:47.595Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 7553711a440d065329a253d57e3e4fe677448efade20f17ed7479a68cb14bb94
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Manual testing verifies that provider auto-detection works correctly within the three-tier resolution pattern

tags:
[cell repeats an earlier one in this file: 103 characters]

normalized_content:
  manual testing verifies that provider auto-detection works correctly within the three-tier resolution pattern


id: a26947c1-6202-463e-a774-5a50b37751a6
type: procedural
source_id: 752e1972-5972-424e-a13c-51279d7d3759
source_type: pipeline-v2
created_at: 2026-02-27T15:30:30.657Z
updated_at: 2026-02-27T15:30:30.657Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
content_hash: 7055815ecb238bcdc73c1d860844cf3b641d1020f9156d34686fa355e37bf668
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  For optional boolean configuration values, use the pattern `typeof raw.enabled === "boolean" ? raw.enabled : d.enabled` to explicitly check if a value is a boolean type, falling back to the default (d.enabled) only when the raw value is absent, null, or undefined

normalized_content:
  for optional boolean configuration values, use the pattern `typeof raw.enabled === "boolean" ? raw.enabled : d.enabled` to explicitly check if a value is a boolean type, falling back to the default (d.enabled) only when the raw value is absent, null, or undefined


id: f8d6d72c-7e8c-4f82-80d1-361b1d5d1378
type: procedural
source_id: 2182ff0c-bb01-4865-8675-ec0bfe7b87b7
source_type: pipeline-v2
created_at: 2026-02-27T15:37:41.470Z
updated_at: 2026-02-27T15:37:41.470Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
content_hash: fdc25470a4e61d69cd324aa59edfdc13a1fce094bd3f4f514a2ec2851ec23fc7
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The session workflow involves reading implementation files to understand codebase architecture and provide technical feedback

normalized_content:
  the session workflow involves reading implementation files to understand codebase architecture and provide technical feedback


id: 8a80ca68-09bf-4a7e-b7f7-f16d1b48cae1
type: fix
source_type: session_end
tags: predictor,rust,data-integrity,error-handling
created_at: 2026-02-27T15:50:25.983Z
updated_at: 2026-02-27T15:50:25.983Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 47c83c7b-b0ec-4c5b-b231-52cad9b79a44
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  packages/predictor/src/main.rs line 79-86: The candidate_features validation now explicitly rejects length mismatches instead of silently zero-filling, using the error pattern: 'candidate_ids and candidate_features length mismatch'


id: 4e68dbc6-2db9-4967-b19f-9bd8aa64c5f9
type: decision
source_type: session_end
tags: predictor,rust,validation-logic
created_at: 2026-02-27T15:50:25.983Z
updated_at: 2026-02-27T15:50:25.983Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: 47c83c7b-b0ec-4c5b-b231-52cad9b79a44
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  The candidate_features fix handles three distinct cases: empty features (zero-fill), matching length (use provided), mismatched length (return error). This asymmetry is intentional—empty means 'not provided' while mismatch means 'provided incorrectly'


id: b960f60e-ac86-4b34-9ee0-48fcd5c66366
type: decision
source_id: 8d4b9b81-dee4-4a8a-bb5f-c81f5023c973
source_type: chunk
created_at: 2026-02-27T15:50:25.987Z
updated_at: 2026-02-27T15:51:50.041Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: bfc0c7ab06aa5e0be3b42b07a4c360d12879db65ae23eeeec06d2ac593bfbfd5
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Nicholai implemented a fix in packages/predictor/src/main.rs (line 79) to reject mismatched candidate_features

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-predictor-bug-fix-reject-mismatched-candidate-feat,hierarchical-section

normalized_content:
  nicholai implemented a fix in packages/predictor/src/main.rs (line 79) to reject mismatched candidate_features


id: 3b66ffde-f0e9-4c29-a6b5-2ab47a6ed525
type: rationale
source_id: 8d4b9b81-dee4-4a8a-bb5f-c81f5023c973
source_type: chunk
created_at: 2026-02-27T15:50:25.987Z
updated_at: 2026-02-27T20:35:13.609Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: d3dcd799ce838b4b1c8ac9f6f45a9d5e309fc5d2be956670e7453bc03dffa895
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The predictor was silently corrupting data when candidate_features were mismatched; the line 79 fix prevents this by rejecting mismatched values instead of accepting them

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-predictor-bug-fix-reject-mismatched-candidate-feat,hierarchical-section

normalized_content:
  the predictor was silently corrupting data when candidate_features were mismatched; the line 79 fix prevents this by rejecting mismatched values instead of accepting them


id: 8a898496-fb44-4750-8755-b28ba91bdf8c
type: fact
source_id: 8d4b9b81-dee4-4a8a-bb5f-c81f5023c973
source_type: chunk
created_at: 2026-02-27T15:50:25.987Z
updated_at: 2026-02-27T15:50:25.987Z
updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  If `candidate_features` is empty → zero-fill (correct, feature not provided) 2. If length matches `candidate_ids` → use as-is (correct, provided correctly) 3.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-predictor-bug-fix-reject-mismatched-candidate-feat,hierarchical-section

normalized_content:
  if `candidate_features` is empty → zero-fill (correct, feature not provided) 2. if length matches `candidate_ids` → use as-is (correct, provided correctly) 3


id: c05034bf-775c-453b-b3f9-f49009710d10
type: fact
source_id: 8d4b9b81-dee4-4a8a-bb5f-c81f5023c973
source_type: chunk
created_at: 2026-02-27T15:50:25.987Z
updated_at: 2026-02-27T15:50:25.987Z
updated_by: openclaw-memory
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who: openclaw-memory
why: explicit
content_hash: eb9feb8367a8f78f51a76b2036cb548226c46ea2b33337287661cb3ca72bb81c
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  If provided but length mismatches → return explicit error (fixed from silent zero-fill) This brings consistency with how `candidate_embeddings` and `candidate_texts` already handle the same scenario (returning explicit length-mismatch errors).

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  if provided but length mismatches → return explicit error (fixed from silent zero-fill) this brings consistency with how `candidate_embeddings` and `candidate_texts` already handle the same scenario (returning explicit length-mismatch errors)


id: ccdd0441-ea33-4604-889d-8090caceaa2d
type: fact
source_id: 8d4b9b81-dee4-4a8a-bb5f-c81f5023c973
source_type: chunk
created_at: 2026-02-27T15:50:25.987Z
updated_at: 2026-02-27T15:50:25.987Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
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extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The change was applied via Edit tool and preserves the empty-features fallback behavior while fixing the dangerous silent-corruption case.

tags:
[cell repeats an earlier one in this file: 113 characters]

normalized_content:
  the change was applied via edit tool and preserves the empty-features fallback behavior while fixing the dangerous silent-corruption case


id: e8b9b105-5b38-4be8-94d0-899c2dfeaaa7
type: decision
source_type: session_end
tags: onboarding,skill,structure
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  Onboarding skill requires 6-step outline presented upfront before questions begin, with step indicators at each phase transition (Step N of 6 — Name format) to provide structural clarity currently missing


id: 5be90f48-c52f-4ee2-a6bf-30ea73eed348
type: decision
source_type: session_end
tags: remember,skill,memory,pipeline
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  Remember skill should be hidden from users (user_invocable: false) because automatic memory pipeline handles capture and manual /remember saves distort importance scoring (default 0.8 vs pipeline ~0.5-0.7)


id: cee5513d-5c32-418b-a15d-cca88c16d8b7
type: decision
source_type: session_end
tags: recall,skill,memory
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  Recall skill needs disclaimer section explaining automatic memory injection at session start and listing when /recall is actually useful (targeted searches, debugging, old decisions) vs when it's not needed


id: b4962ee4-ec65-40b1-846f-e17f2f7de70b
type: decision
source_type: session_end
tags: templates,timezone,onboarding
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  Timezone field should be removed from both USER.md.template (line 13) and AGENTS.md.template (line 60) to eliminate redundant timezone collection in onboarding Phase 3


id: 0b7ca0c1-5590-40f0-921b-5812a62e04f6
type: decision
source_type: session_end
tags: onboarding,skill,persona,security
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  Onboarding guiding voice section should frame tone as style guidance ("adopt a warm, patient tone") not roleplay character sheet to avoid triggering host agent prompt injection warnings while delivering warm, patient, refined persona


id: dcd50aa4-813c-4fdb-8c3d-b34e1f766738
type: decision
source_type: session_end
tags: onboarding,quick-mode,memory
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  Onboarding quick mode updated to change "one thing to remember about you" question to "one rule your agent should always follow", writing to AGENTS.md instead of encouraging manual memory saves


id: d4ddd92f-a305-4d53-b9a7-e72d099b4a89
type: decision
source_type: session_end
tags: onboarding,skill,frontmatter,safety
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T16:24:14.976Z
extraction_status: none
content:
  Onboarding skill frontmatter should explicitly scope what the skill does (writes to ~/.agents/ config, no external APIs, no data transmission, no arbitrary code execution) and does not do, as transparency for host agent safety heuristics


id: 0825ca34-d99b-4579-bb9c-2fc799e3fa74
type: decision
source_type: session_end
tags: onboarding,skill,ux
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Phase transitions in onboarding skill need brief relaxation cues ("we can revisit anytime", "evolves naturally") to reassure users throughout the process without rushing


id: b4638c41-c296-4346-a65c-7ec23a083905
type: decision
source_type: session_end
tags: onboarding,skill,surfaces
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Onboarding skill requires new "Surface Compatibility" section documenting Terminal (primary), Dashboard (future setup page), and Discord surfaces, noting that Dashboard will invoke same skill when setup page ships


id: d0d7afd3-35e8-4d61-8527-18023a631dbf
type: decision
source_type: session_end
tags: onboarding,implementation,process
created_at: 2026-02-27T16:12:59.144Z
updated_at: 2026-02-27T16:12:59.144Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Implementation order for onboarding overhaul is: templates first (low-risk one-liners), then remember/recall skills (additive disclaimers), then main onboarding skill rewrite (self-contained single commit)


id: d704f43f-caee-4fa9-8e07-31f4eaa1645f
type: fact
source_id: 8edb9a06-4e0a-4da4-819b-ac72f87e6cef
source_type: chunk
created_at: 2026-02-27T16:12:59.151Z
updated_at: 2026-02-27T16:12:59.151Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 48ebb02fca60ebd981fe68a0b27ec7595cdf768e222e315c1f1eb3abd19b8146
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Onboarding Overhaul Plan (Roadmap 2.1-2.4) Nicholai received and reviewed a comprehensive plan for the next priority tier of Signet development.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-onboarding-overhaul-plan-roadmap-2-1-2-4,hierarchical-section

normalized_content:
  ## onboarding overhaul plan (roadmap 2.1-2.4) nicholai received and reviewed a comprehensive plan for the next priority tier of signet development


id: 401f623a-8a44-446f-9ee0-776a65a3ce31
type: decision
source_id: 8edb9a06-4e0a-4da4-819b-ac72f87e6cef
source_type: chunk
created_at: 2026-02-27T16:12:59.151Z
updated_at: 2026-02-27T16:15:48.347Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: c52345dddb23360b7907335f78430c298d124ca627c3dc3fdafa71b3a5bdad38
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The onboarding overhaul clarifies the relationship between manual memory saves (/remember and /recall commands) and the automatic memory pipeline

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-onboarding-overhaul-plan-roadmap-2-1-2-4,hierarchical-section

normalized_content:
  the onboarding overhaul clarifies the relationship between manual memory saves (/remember and /recall commands) and the automatic memory pipeline


id: fc0f4a84-4134-4f9d-9bfc-4a86ec4dc994
type: fact
source_id: 8edb9a06-4e0a-4da4-819b-ac72f87e6cef
source_type: chunk
created_at: 2026-02-27T16:12:59.151Z
updated_at: 2026-02-27T16:12:59.151Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 0acf8d2d96a7cefd18c4621feb910e5b7291dac3d4e2823a3ac126151545fc28
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The plan targets four key problems: current onboarding lacks structure and guidance, the /remember and /recall skills mislead users into manual workflows that duplicate the automatic pipeline, and timezone is redundantly requested in both templates and onboarding Phase 3.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-onboarding-overhaul-plan-roadmap-2-1-2-4,hierarchical-section

normalized_content:
  the plan targets four key problems: current onboarding lacks structure and guidance, the /remember and /recall skills mislead users into manual workflows that duplicate the automatic pipeline, and timezone is redundantly requested in both templates and onboarding phase 3


id: f1fded13-e680-4854-860e-1d69414ed85d
type: rationale
source_id: 8edb9a06-4e0a-4da4-819b-ac72f87e6cef
source_type: chunk
created_at: 2026-02-27T16:12:59.151Z
updated_at: 2026-02-27T20:24:14.915Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: fc6b9577ded9c6a92047e88826502b156788eced2c6f08c5d57e0b02d9c332f8
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Manual saves to the remember skill distort the automatic importance scoring system that determines which facts are prioritized and injected into sessions

tags:
[cell repeats an earlier one in this file: 103 characters]

normalized_content:
  manual saves to the remember skill distort the automatic importance scoring system that determines which facts are prioritized and injected into sessions


id: 1431d8d4-818d-4fcf-829a-1354400bb090
type: procedural
source_id: 8edb9a06-4e0a-4da4-819b-ac72f87e6cef
source_type: chunk
created_at: 2026-02-27T16:12:59.151Z
updated_at: 2026-02-27T16:20:24.455Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 4b63e2ef52f8f62d9b6dbeac6f30613eb4d49133cc96fea71dbe34048b21f26a
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Implementation order established: templates first (low-risk), then skills (additive disclaimers), then main onboarding rewrite

tags:
[cell repeats an earlier one in this file: 103 characters]

normalized_content:
  implementation order established: templates first (low-risk), then skills (additive disclaimers), then main onboarding rewrite


id: 1bf1a171-3297-4d53-9395-18d4e3229ba5
type: fact
source_id: 8edb9a06-4e0a-4da4-819b-ac72f87e6cef
source_type: chunk
created_at: 2026-02-27T16:12:59.151Z
updated_at: 2026-02-27T16:12:59.151Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 800c25e54766c22c065531fccdf3343dfbd8c53cd43b3f792750ce6e867394e8
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Verification includes rebuild, skill sync check, and interactive testing of all three skills for prompt injection warnings, outline visibility, step indicators, and timezone removal.

tags:
[cell repeats an earlier one in this file: 103 characters]

normalized_content:
  verification includes rebuild, skill sync check, and interactive testing of all three skills for prompt injection warnings, outline visibility, step indicators, and timezone removal


id: 137d61d6-ff0b-4a62-be2b-f5edcf2427fe
type: semantic
source_id: 8edb9a06-4e0a-4da4-819b-ac72f87e6cef
source_type: chunk
created_at: 2026-02-27T16:12:59.151Z
updated_at: 2026-02-27T20:33:05.140Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 2d33e20ac65b33a5bc08974ae6c2a605d7ec0e26da29be54ff69db4733cf8ca1
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The completed roadmap items (defaults, npm gate, hook isolation, non-interactive CLI) were marked as 'on fire', indicating high-priority status

tags:
[cell repeats an earlier one in this file: 103 characters]

normalized_content:
  the completed roadmap items (defaults, npm gate, hook isolation, non-interactive cli) were marked as 'on fire', indicating high-priority status


id: 90be11d9-e477-4b3e-b1bb-21ff577c40a5
type: rationale
source_id: 1431d8d4-818d-4fcf-829a-1354400bb090
source_type: pipeline-v2
created_at: 2026-02-27T16:20:24.458Z
updated_at: 2026-02-27T20:32:02.979Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T16:51:13.508Z
content_hash: 5e6b76c3baf0ed4e2fe238b259c9c89d8047dfcccd572f22a3a254c48bbcd660
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The phased implementation order (templates → skills → onboarding rewrite) was chosen to sequence low-risk changes first, allowing higher-risk changes (main onboarding rewrite) to follow after foundational work is complete

normalized_content:
  the phased implementation order (templates → skills → onboarding rewrite) was chosen to sequence low-risk changes first, allowing higher-risk changes (main onboarding rewrite) to follow after foundational work is complete


id: 9a8d48c1-28d5-4217-80bd-5022fbbc034d
type: decision
source_type: session_end
tags: onboarding,user-profile
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  The Signet onboarding skill should remove timezone questions from Phase 3 (User Profile), as timezone is redundant and clutters the interview.


id: 8a728394-aa0a-497a-be90-3968a91f43cb
type: decision
source_type: session_end
tags: remember-skill,memory-pipeline
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  Signet's remember skill should be hidden from users (user_invocable: false) because manual memory saves distort importance scoring (0.8 default vs ~0.5-0.7 for pipeline) and duplicate the automatic extraction pipeline.


id: 983c6e52-f4bf-4765-86ca-c9ed143c42a7
type: decision
source_type: session_end
tags: onboarding,transparency,safety
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  The Signet onboarding skill should include a transparent "What This Skill Does" section declaring that it writes to ~/.agents/ config files, does not access external APIs, does not send data anywhere, and does not execute arbitrary code.


id: 4b0382f5-6922-42e5-8d43-79280d232881
type: decision
source_type: session_end
tags: onboarding,persona,safety
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  Signet onboarding skill persona guidance should use tone guidance language ("adopt a warm, patient tone") rather than character roleplay ("you are the Signet daemon") to avoid triggering host agent safety warnings about prompt injection.


id: 69e57f03-00db-4803-b06a-c7d0d97564b4
type: decision
source_type: session_end
tags: onboarding,ux,structure
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  The Signet onboarding skill should present a complete 6-step outline before asking any questions, with step indicators at each phase transition and explicit timing (~5-10 minutes total).


id: 62201136-be76-4504-906a-df2495d59f1a
type: decision
source_type: session_end
tags: recall-skill,memory-injection
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  Signet recall skill should include a disclaimer explaining that relevant memories are automatically injected at session start via MEMORY.md, and that /recall is for targeted searches, old decisions, and debugging beyond current context.


id: 7ae982dc-00a3-40a1-94a7-f1686006f5b7
type: decision
source_type: session_end
tags: onboarding,quick-mode
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  Signet onboarding quick mode should prompt "one rule your agent should always follow" (written to AGENTS.md) rather than memory capture, to avoid feeding the manual memory problem.


id: 2179cfbe-8236-4005-9a18-da323232025a
type: fact
source_type: session_end
tags: templates,timezone
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  Timezone fields should be removed from both USER.md.template (line 13) and AGENTS.md.template (line 60) as part of the onboarding cleanup.


id: 06b552b5-debd-4607-9e68-a0f2a5e3ef9e
type: decision
source_type: session_end
tags: onboarding,ux,voice
created_at: 2026-02-27T16:24:37.792Z
updated_at: 2026-02-27T16:24:37.792Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-02-27T17:46:43.981Z
extraction_status: none
content:
  Signet onboarding skill should add relaxation cues at the end of each phase (e.g., "we can revisit this anytime", "this evolves naturally") to reassure users nothing is permanent.


id: 5612b7d7-7423-44a9-9a21-50458f199bd7
type: fact
source_id: openclaw:2026-02-27-onboarding-overhaul-implementation-planning:cb46e755fba55aae
source_type: openclaw-memory-log
created_at: 2026-02-27T16:24:37.799Z
updated_at: 2026-02-27T16:24:37.799Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: db0c86a54394c5a1ba38d724035cd5e5cc17b49bce766c75dd340d9b4cc007b0
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Onboarding Overhaul Implementation Planning Nicholai began session to implement the onboarding overhaul (roadmap sections 2.1-2.4), the next priority tier after completing four "on fire" items (defaults, npm gate, hook isolation, non-interactive CLI).

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-onboarding-overhaul-implementation-planning,hierarchical-section

normalized_content:
  ## onboarding overhaul implementation planning nicholai began session to implement the onboarding overhaul (roadmap sections 2.1-2.4), the next priority tier after completing four "on fire" items (defaults, npm gate, hook isolation, non-interactive cli)


id: a3c35feb-e22f-40d1-af47-817c3365a8e2
type: issue
source_id: openclaw:2026-02-27-onboarding-overhaul-implementation-planning:46718680e9e690a5
source_type: openclaw-memory-log
created_at: 2026-02-27T16:24:38.431Z
updated_at: 2026-02-27T16:24:38.431Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 85311bccae3d1b539d18ee6446bf8e683160ecf5da63cc6dc89ea739b0571968
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ### Problem Context The current `/onboarding` skill works but suffers from structural issues: no step indicators, no upfront outline, redundant timezone questions, and misleading guidance about manual memory workflows. The `remember` and `recall` skills encourage users to manually capture memories, which duplicates the automatic pipeline and distorts importance scoring.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-onboarding-overhaul-implementation-planning,hierarchical-section

normalized_content:
  ### problem context the current `/onboarding` skill works but suffers from structural issues: no step indicators, no upfront outline, redundant timezone questions, and misleading guidance about manual memory workflows. the `remember` and `recall` skills encourage users to manually capture memories, which duplicates the automatic pipeline and distorts importance scoring


id: 0adbf04e-727c-44e8-9ec1-870228a73c3b
type: fact
source_id: d2f921ff-62aa-4e6b-9a20-768f6fef0c45
source_type: chunk
created_at: 2026-02-27T16:24:38.453Z
updated_at: 2026-02-27T16:24:38.453Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T16:51:13.508Z
content_hash: ff4e9bd92cca457701e851193e38b6c3f2603147335c9977de417f9bf6103edd
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **SKILL.md (onboarding)** — Major structural rewrite with new sections: - Expanded frontmatter describing scope (what it does/doesn't do) - "What This Skill Does" transparency section - "Guiding Voice" tone guide (warm, patient, refined; emphasizes "we" language; avoids roleplay to prevent

tags:
[cell repeats an earlier one in this file: 106 characters]

normalized_content:
  **skill.md (onboarding)** — major structural rewrite with new sections: - expanded frontmatter describing scope (what it does/doesn't do) - "what this skill does" transparency section - "guiding voice" tone guide (warm, patient, refined; emphasizes "we" language; avoids roleplay to prevent


id: 80fe86bc-ebee-45c6-a2f5-3c3cd4758bef
type: fact
source_id: d2f921ff-62aa-4e6b-9a20-768f6fef0c45
source_type: chunk
created_at: 2026-02-27T16:24:38.453Z
updated_at: 2026-02-27T16:24:38.453Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T16:51:13.508Z
content_hash: 3039e219140192845632937c8159cede9406fc2f2b2302b8adc952dd8e7355ae
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  prompt injection warnings) - "Starting the Interview" section with full 6-step outline before questions - Step indicators at each phase transition - Relaxation cues at phase ends ("we can revisit anytime") - Removed timezone question from Phase 3 - Updated Quick Mode to write "one rul

tags:
[cell repeats an earlier one in this file: 106 characters]

normalized_content:
  prompt injection warnings) - "starting the interview" section with full 6-step outline before questions - step indicators at each phase transition - relaxation cues at phase ends ("we can revisit anytime") - removed timezone question from phase 3 - updated quick mode to write "one rul


id: 7b5ea1d0-bc8c-418f-843c-3fdfb720e0fc
type: rationale
source_id: d2f921ff-62aa-4e6b-9a20-768f6fef0c45
source_type: chunk
created_at: 2026-02-27T16:24:38.453Z
updated_at: 2026-02-27T16:33:48.590Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 83491853dfe85b06907f782c3669531f0a66b5d5fdd5d8885b307e0fe09a8c3c
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The rationale for disabling `user_invocable` on Remember skill is to avoid doubling token costs from automatic hook-based memory capture that runs in the background

tags:
[cell repeats an earlier one in this file: 106 characters]

normalized_content:
  the rationale for disabling `user_invocable` on remember skill is to avoid doubling token costs from automatic hook-based memory capture that runs in the background


id: f4db8634-5659-4b25-a9cb-b8e45d550960
type: issue
source_id: d2f921ff-62aa-4e6b-9a20-768f6fef0c45
source_type: chunk
created_at: 2026-02-27T16:24:38.453Z
updated_at: 2026-02-27T16:24:38.453Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 26bdf0b77ae66e885bd3beec20884a36627d4bdce4394e032bfed32effa18047
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  **Recall skill** — Add disclaimer section explaining automatic injection at session start and when manual recall is appropriate (targeted searches, old decisions, debugging) 4. **USER.md.template** — Remove timezone from line 13 5. **AGENTS.md.template** — Remove timezone from line 60

tags:
[cell repeats an earlier one in this file: 106 characters]

normalized_content:
  **recall skill** — add disclaimer section explaining automatic injection at session start and when manual recall is appropriate (targeted searches, old decisions, debugging) 4. **user.md.template** — remove timezone from line 13 5. **agents.md.template** — remove timezone from line 60


id: 590c9616-21e3-40d8-8d66-88ac9ee83597
type: semantic
source_id: openclaw:2026-02-27-onboarding-overhaul-implementation-planning:99bd80315e4feaa1
source_type: openclaw-memory-log
created_at: 2026-02-27T16:24:38.569Z
updated_at: 2026-02-27T16:30:22.662Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T16:51:13.508Z
content_hash: 6f3dc6d628414e381b38f2d0572a3b9057034cae4842f3efe779e30e333e8eec
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The onboarding skill's 'Guiding Voice' tone guide emphasizes warm, patient, and refined communication style

tags:
[cell repeats an earlier one in this file: 106 characters]

normalized_content:
  the onboarding skill's 'guiding voice' tone guide emphasizes warm, patient, and refined communication style


id: a4b0844a-242f-4597-b329-0dea53105ee8
type: preference
source_id: 0adbf04e-727c-44e8-9ec1-870228a73c3b
source_type: pipeline-v2
created_at: 2026-02-27T16:30:22.664Z
updated_at: 2026-02-27T16:30:22.664Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T16:51:13.508Z
content_hash: 2e511387755c1460d9da374dc8a90d478ce105e2bf81798106624a4744d40004
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The onboarding skill's 'Guiding Voice' emphasizes 'we' language to create collaborative rapport with users

normalized_content:
  the onboarding skill's 'guiding voice' emphasizes 'we' language to create collaborative rapport with users


id: 70d87c36-4f14-4917-8fdb-c79947029419
type: decision
source_id: 0adbf04e-727c-44e8-9ec1-870228a73c3b
source_type: pipeline-v2
created_at: 2026-02-27T16:30:22.665Z
updated_at: 2026-02-27T20:29:38.589Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T16:51:13.508Z
content_hash: 2be801cc0950e146b657267cff6aff04b8ddbfe822b72386194b72dff5469311
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The onboarding skill's guiding voice uses a warm and patient tone, intentionally framed as style guidance rather than roleplay

normalized_content:
  the onboarding skill's guiding voice uses a warm and patient tone, intentionally framed as style guidance rather than roleplay


id: 34cc6dd5-39b3-4cfc-8d0b-36157047b317
type: fact
source_id: openclaw:2026-02-27-tailnet-connectivity-setup-request:0bbc09e8cb9afb63
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-tailnet-connectivity-setup-request,hierarchical-section
created_at: 2026-02-27T16:58:13.048Z
updated_at: 2026-02-27T16:58:13.048Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: b4583cdfd5f87449fb711da280a6ad574b4bc860cf64462fb84ad47b19080db4
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Tailnet Connectivity Setup Request User requested assistance with connecting to their Tailnet for remote work at a coffee shop. Session initiated with user query and screenshot attachment, but no implementation work was completed. This appears to be the opening of a session where technical setup or troubleshooting for Tailscale connectivity was needed.

normalized_content:
  ## tailnet connectivity setup request user requested assistance with connecting to their tailnet for remote work at a coffee shop. session initiated with user query and screenshot attachment, but no implementation work was completed. this appears to be the opening of a session where technical setup or troubleshooting for tailscale connectivity was needed


id: 423740f0-a713-4c01-8e25-f5d7347ac632
type: fact
source_id: openclaw:2026-02-27-session-start:fea7693242b7cef2
source_type: openclaw-memory-log
tags: openclaw,memory-log,2026-02-27,2026-02-27-session-start,hierarchical-section
created_at: 2026-02-27T17:46:24.430Z
updated_at: 2026-02-27T17:46:24.430Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 98d080b202138fc4e766546adb008c19dd5f92cdeb8627a84b1b6971f9481df2
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Session Start Session initialized via Signet hook system. No substantial work performed—this was a session startup event for the signetai monorepo in Claude Code. The project context was loaded and ready for work.

normalized_content:
  ## session start session initialized via signet hook system. no substantial work performed—this was a session startup event for the signetai monorepo in claude code. the project context was loaded and ready for work


id: a96df4ac-b527-4e57-b0ac-4bb5930a5b88
type: fact
source_type: session_end
tags: tray,tauri,system-tray,packages
created_at: 2026-02-27T17:47:05.097Z
updated_at: 2026-02-27T17:47:05.097Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: e553e2e5-7a52-4682-a32e-e499453555a7
last_accessed: 2026-02-27T17:53:06.411Z
extraction_status: none
content:
  Signet's tray implementation is built using Tauri, a cross-platform desktop framework that supports macOS, Linux, and Windows via both Rust and TypeScript layers in `packages/tray/`.


id: 370f4f36-5523-4d9a-84d8-f62a757a5e29
type: fact
source_type: session_end
tags: tray,architecture,tauri,packages
created_at: 2026-02-27T17:47:05.097Z
updated_at: 2026-02-27T17:47:05.097Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: e553e2e5-7a52-4682-a32e-e499453555a7
last_accessed: 2026-02-27T17:53:06.411Z
extraction_status: none
content:
  The tray package structure includes `src-tauri/` (Rust/platform code) and `src-ts/` (TypeScript), with platform-specific files like `platform/autostart.rs` for managing daemon autostart.


id: c36d1bab-081c-41ff-91ad-acd5959610b2
type: fact
source_type: session_end
tags: tray,documentation
created_at: 2026-02-27T17:47:05.097Z
updated_at: 2026-02-27T17:47:05.097Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: e553e2e5-7a52-4682-a32e-e499453555a7
last_accessed: 2026-02-27T17:53:06.411Z
extraction_status: none
content:
  Tray documentation is maintained at `docs/TRAY.md` which describes the system tray implementation design.


id: c824fe62-d27b-43cd-8e85-f40ea995ab35
type: preference
source_type: session_end
tags: preference,user-preference,linux,tray
created_at: 2026-02-27T17:47:05.097Z
updated_at: 2026-02-27T17:47:05.097Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai
session_id: e553e2e5-7a52-4682-a32e-e499453555a7
last_accessed: 2026-02-27T17:53:06.411Z
extraction_status: none
content:
  Nicholai strongly desires system tray/menu bar functionality on Linux and is willing to invest in implementing it.


id: 27a76ca5-4acf-4043-96ed-7e2430663918
type: preference
source_id: 1c9e3442-9c22-4529-aa62-18b332a480de
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-system-tray-investigation-for-linux,hierarchical-section
created_at: 2026-02-27T17:47:05.102Z
updated_at: 2026-02-27T17:47:05.102Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T18:03:40.967Z
content_hash: b8b269010ef0cdfa409b4441baa8602c84cdfa61d5482c8c8724935a7c7f94aa
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## System Tray Investigation for Linux Nicholai requested Linux system tray/menu bar support for Signet, expressing strong preference for this feature. The assistant investigated the existing codebase to assess implementation effort.

normalized_content:
  ## system tray investigation for linux nicholai requested linux system tray/menu bar support for signet, expressing strong preference for this feature. the assistant investigated the existing codebase to assess implementation effort


id: 03b1276e-ed67-4ddb-9f2e-880cfee21264
type: fact
source_id: 1c9e3442-9c22-4529-aa62-18b332a480de
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-system-tray-investigation-for-linux,hierarchical-section
created_at: 2026-02-27T17:47:05.102Z
updated_at: 2026-02-27T17:47:05.102Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T18:03:40.967Z
content_hash: c3dd7a421103b176cabf5d1df237716791c961828027c1cf755c36d2c2b2a782
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Search revealed that Signet already has a `packages/tray/` package with Tauri-based implementation, including both Rust components (`src-tauri/src/`) and TypeScript components (`src-ts/`).

normalized_content:
  search revealed that signet already has a `packages/tray/` package with tauri-based implementation, including both rust components (`src-tauri/src/`) and typescript components (`src-ts/`)


id: 29a650dd-b416-44f6-92b9-a38198cf3033
type: fact
source_id: 1c9e3442-9c22-4529-aa62-18b332a480de
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-system-tray-investigation-for-linux,hierarchical-section
created_at: 2026-02-27T17:47:05.102Z
updated_at: 2026-02-27T17:47:05.102Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: aa1af18233a0e5f805e83737544cb5cd66d76ce12a541246566f2259aebc2af1
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The tray package includes platform-specific code (e.g., `platform/autostart.rs`), commands layer (`commands.rs`), menu definitions (`menu.ts`), and Tauri configuration (`tauri.conf.json`). Documentation exists at `docs/TRAY.md`.

normalized_content:
  the tray package includes platform-specific code (e.g., `platform/autostart.rs`), commands layer (`commands.rs`), menu definitions (`menu.ts`), and tauri configuration (`tauri.conf.json`). documentation exists at `docs/tray.md`


id: 694d90bb-6020-472f-8a46-b6099e6d9426
type: fact
source_id: 1c9e3442-9c22-4529-aa62-18b332a480de
source_type: chunk
tags: openclaw,memory-log,2026-02-27,2026-02-27-system-tray-investigation-for-linux,hierarchical-section
created_at: 2026-02-27T17:47:05.102Z
updated_at: 2026-02-27T17:47:05.102Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
content_hash: 316c8ccb6f294536e7e619fc6ca77363110ddfdec5b226efa9d9e8a12bb94cb7
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The initial investigation was incomplete—assistant was gathering context on existing infrastructure to scope the Linux implementation work.

normalized_content:
  the initial investigation was incomplete—assistant was gathering context on existing infrastructure to scope the linux implementation work


id: 79755ad8-82e4-4cfe-a76a-edcffdbc4a1d
type: decision
source_type: session_end
tags: onboarding,skill-design,user-experience
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-03-02T08:49:04.862Z
extraction_status: none
content:
  The onboarding skill requires structural rewrite with upfront 6-step outline, per-phase step indicators (Step N of 6), and brief relaxation cues at phase transitions to provide transparency and reduce perceived rush.


id: e9e1c13a-493a-4259-a33c-4a1b89f5f7dc
type: decision
source_type: session_end
tags: remember-skill,memory-pipeline,configuration
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  The remember skill must be set user_invocable: false to hide it from users and prevent building hooks around manual memory saves that distort pipeline importance scoring (0.8 default vs pipeline ~0.5-0.7).


id: 2becc303-388f-4c54-8b8f-1b24c7381e59
type: decision
source_type: session_end
tags: recall-skill,automatic-injection,memory-pipeline
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
last_accessed: 2026-03-02T09:03:37.752Z
extraction_status: none
content:
  The recall skill requires a new section 'When You Need This (And When You Don't)' explaining that memories are automatically injected at session start and MEMORY.md is regenerated periodically, making /recall appropriate only for targeted searches beyond current context.


id: f4e9485c-a376-4791-a2b6-fbc37f3eb684
type: decision
source_type: session_end
tags: templates,onboarding,configuration
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Timezone field must be removed from both USER.md.template (line 13) and AGENTS.md.template (line 60) to eliminate redundant timezone collection in onboarding Phase 3.


id: e0359ed6-b612-4ea9-9b86-63696f6a9af7
type: decision
source_type: session_end
tags: onboarding-skill,security,transparency
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Onboarding frontmatter description must expand to include explicit scope declaration (writes to ~/.agents/ config files, no external APIs, no data exfiltration, no arbitrary code execution) to satisfy host agent safety heuristics.


id: 722b56b5-7681-4e4e-bc8a-6da6f1de07c5
type: decision
source_type: session_end
tags: onboarding-skill,persona,prompt-safety
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  New 'Guiding Voice' section in onboarding skill replaces 'Interview Philosophy' with tone guidance framed as style (warm, patient, refined, we-language) rather than roleplay to avoid prompt injection warnings while delivering 2.2 persona.


id: 91d3809f-73f4-42e1-9898-0672c4bc0077
type: decision
source_type: session_end
tags: remember-skill,memory-pipeline,documentation
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Remember skill body must include explanation of why it's hidden: automatic pipeline handles capture, manual saves distort scoring, hook-based remembering doubles token usage with zero benefit.


id: 0cbe8679-8030-42b8-8c57-ebe5c7c89911
type: decision
source_type: session_end
tags: onboarding-skill,quick-mode,memory-pipeline
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Quick mode in onboarding skill must be updated to change 'one thing to remember about you' to 'one rule your agent should always follow' (writes to AGENTS.md instead of feeding manual memory problem).


id: d6e22c03-cab3-4cd8-bc13-2784a82a8840
type: decision
source_type: session_end
tags: onboarding,implementation-plan,workflow
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Implementation order for onboarding overhaul: templates first (USER.md.template, AGENTS.md.template), then remember and recall skills (additive disclaimers), then full onboarding rewrite as single commit.


id: a187e59f-5e37-467d-8080-4bd2b72af9a4
type: decision
source_type: session_end
tags: onboarding-skill,testing,verification
created_at: 2026-02-27T17:47:52.325Z
updated_at: 2026-02-27T17:47:52.325Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/signet/signetai/web
session_id: ee931387-9ca7-4e4e-a146-b8da03d40790
extraction_status: none
content:
  Onboarding skill verification requires checking: no prompt injection warnings, outline before first question, step indicators at phases, timezone not asked, relaxation cues present, quick mode works with updated questions.


id: 119420e8-cdfc-446e-a5dd-1a840669ded9
type: fact
source_id: 5a794e1d-7914-4250-bfb4-67b044afc3cc
source_type: chunk
created_at: 2026-02-27T17:47:52.345Z
updated_at: 2026-02-27T17:47:52.345Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T18:03:40.967Z
content_hash: 2f8cf7decbd566fdcf00b6069088f835873a674e95e1f7bed77cf9e0a7e988c6
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  ## Onboarding Overhaul Plan (Roadmap 2.1-2.4) Session started with presentation of a comprehensive implementation plan for the onboarding overhaul.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-onboarding-overhaul-plan-roadmap-2-1-2-4-2,hierarchical-section

normalized_content:
  ## onboarding overhaul plan (roadmap 2.1-2.4) session started with presentation of a comprehensive implementation plan for the onboarding overhaul


id: c8f662f6-7066-4d34-a30c-7ee7441461f1
type: issue
source_id: 5a794e1d-7914-4250-bfb4-67b044afc3cc
source_type: chunk
created_at: 2026-02-27T17:47:52.345Z
updated_at: 2026-02-27T17:47:52.345Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T18:03:40.967Z
content_hash: c850a847ed7e92bc7bc9725921efaf5f528aace786743c11f2f76d7aff7b9147
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  This initiative addresses four foundational onboarding issues: lack of structure (no step indicators or outline), missing persona guidance, redundant timezone questions, and misleading remember/recall skills that encourage manual workflows conflicting with the automatic memory pipeline.

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-onboarding-overhaul-plan-roadmap-2-1-2-4-2,hierarchical-section

normalized_content:
  this initiative addresses four foundational onboarding issues: lack of structure (no step indicators or outline), missing persona guidance, redundant timezone questions, and misleading remember/recall skills that encourage manual workflows conflicting with the automatic memory pipeline


id: 86178630-969f-47e4-b29f-b0a10df68adc
type: fact
source_id: 5a794e1d-7914-4250-bfb4-67b044afc3cc
source_type: chunk
created_at: 2026-02-27T17:47:52.345Z
updated_at: 2026-02-27T17:47:52.345Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T18:03:40.967Z
content_hash: 67da8fb69abfbdf1242a1059950d7516264556519d85a53e821536724b576917
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The plan spans five files: three skill templates (onboarding, remember, recall) and two manifest templates (USER.md, AGENTS.md).

tags:
  openclaw,memory-log,2026-02-27,2026-02-27-onboarding-overhaul-plan-roadmap-2-1-2-4-2,hierarchical-section

normalized_content:
  the plan spans five files: three skill templates (onboarding, remember, recall) and two manifest templates (user.md, agents.md)


id: 2023d90e-7d49-4f74-bf88-8cb34e7c2095
type: procedural
source_id: 5a794e1d-7914-4250-bfb4-67b044afc3cc
source_type: chunk
created_at: 2026-02-27T17:47:52.345Z
updated_at: 2026-02-27T17:56:34.330Z
updated_by: pipeline-v2
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T18:03:40.967Z
content_hash: a9d9ea66d011cde3af7b7fe24f888d85e9621f1e1060a8b556039c03163d039b
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The rewritten onboarding skill includes brief relaxation cues inserted between phases to reduce cognitive load

tags:
[cell repeats an earlier one in this file: 105 characters]

normalized_content:
  the rewritten onboarding skill includes brief relaxation cues inserted between phases to reduce cognitive load


id: 01f5ff8c-818e-48cc-af24-5603ea1b0d06
type: fact
source_id: 5a794e1d-7914-4250-bfb4-67b044afc3cc
source_type: chunk
created_at: 2026-02-27T17:47:52.345Z
updated_at: 2026-02-27T17:47:52.345Z
updated_by: openclaw-memory
vector_clock: {}
who: openclaw-memory
why: explicit
last_accessed: 2026-02-27T18:03:40.967Z
content_hash: 2acc99fc388a702450c8ced1a15562bd11940c9dd1483f1d9bb8396ba89db4b9
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  Both timezone references are removed from templates (USER.md line 13, AGENTS.md line 60). Implementation sequence specified: templates first (one-line deletions), remember and recall skills (additive disclaimers), then the full onboarding rewrite.

tags:
[cell repeats an earlier one in this file: 105 characters]

normalized_content:
  both timezone references are removed from templates (user.md line 13, agents.md line 60). implementation sequence specified: templates first (one-line deletions), remember and recall skills (additive disclaimers), then the full onboarding rewrite


id: bae124de-2bf8-48f4-87aa-7555e7781dbc
type: procedural
source_id: 694d90bb-6020-472f-8a46-b6099e6d9426
source_type: pipeline-v2
created_at: 2026-02-27T17:51:25.002Z
updated_at: 2026-02-27T17:51:25.002Z
updated_by: pipeline-v2
vector_clock: {}
who: pipeline-v2
why: extracted-fact
last_accessed: 2026-02-27T18:03:40.967Z
content_hash: 0af1876414944d8ef44fed74e7ef67da5efec86d9411818e80eecac9585e0527
extraction_status: completed
embedding_model: nomic-embed-text
extraction_model: haiku
content:
  The assistant was gathering context on existing infrastructure to scope the Linux implementation work

normalized_content:
  the assistant was gathering context on existing infrastructure to scope the linux implementation work


id: c1b94d70-5ac9-4402-bed4-b9ad276b0115
type: decision
source_type: session_end
tags: architecture,pm-kalshi,sqlite
created_at: 2026-02-27T18:10:00.642Z
updated_at: 2026-02-27T18:10:00.642Z
updated_by: legacy
vector_clock: {}
who: claude-code
project: /home/nicholai/openmarketui
session_id: c47be1f5-ef13-4756-8935-ceb4553b41bc
extraction_status: none
content:
  DataFetcher in pm-kalshi now takes Arc<SqliteStore> in constructor to write trades to historical.db instead of CSV


