# session_scores

id: e1ec3663-3d7e-4865-9a58-9fca671a919f
session_key: 99f4365b-5c47-4b99-a0a5-d6dfa259c7c3
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-02-23T16:54:40.017Z
reasoning:
  Pre-loaded identity files (IDENTITY.md, SOUL.md, USER.md, MEMORY.md) were directly relevant but completely unused. The assistant failed to reference or adopt the pre-loaded identity (Mr. Claude) and instead identified as Qwen. This created confusion for the user who expected Mr. Claude but got a different AI system. While no technical work occurred so the user didn't have to re-explain technical context, the core identity/persona context was ignored despite being explicitly available. High relevance but zero utilization = low score.


id: a6a4694d-e0f5-4d3c-b26b-7e54104eac85
session_key: ada6f82b-bf47-4003-9e09-d53ca292ed44
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-02-23T17:03:25.523Z
reasoning:
  Session ritual (VISION.md) was correctly referenced from memory, showing the assistant followed documented procedures. However, the session was extremely brief and cryptic (user responses: 'so read it?', 'grep it?'), appearing to be a procedural test rather than substantive work. Assistant appropriately asked for clarification on vague requests. No memory gaps manifested because no real development work occurred. Moderate score reflects correct procedure following but insufficient session length to evaluate true memory utility.


id: 5af6be98-9af1-4aaf-bcd3-e7408549fa90
session_key: 00cfb353-3343-4ed6-bc8b-1125faaa9c61
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-02-23T17:13:06.390Z
reasoning:
  Pre-loaded memories were heavily focused on OpenCode plugin integration, embeddings optimization, and main signetai project work (core/daemon/CLI). The session was in the website subproject (/signetai-web/), which is a separate concern. While TypeScript discipline and UI component guidelines (shadcn-svelte) from memories could apply, no website-specific context was available (Astro structure, website architecture, website-specific recent work). User had to repeat their codebase review request once after a tool error. Session was too brief and tool-constrained to fully assess, but the memory mismatch (wrong project context) significantly reduced utility.


id: 73b0fbc7-62da-42b8-801c-8aab328fd0fa
session_key: cbc7fef3-3c68-4568-957a-f32715076c5b
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-02-23T17:20:43.651Z
reasoning:
  The pre-loaded memories (especially the comprehensive CLAUDE.md project documentation and MEMORY.md context about recent work) were highly relevant to the requested codebase review task. They contained exactly the structural information, package responsibilities, and recent development context needed. However, the session aborted before the Explore agent could execute, so the memories never actually got leveraged. The user required no re-explanation (first request of session), but the lack of actual work means the memories' effectiveness is largely theoretical. Score reflects well-organized, relevant context that failed to be utilized due to a tool failure rather than memory gaps.


id: 334bfe03-e7e9-4853-8bbe-86a8369d8fdf
session_key: decf8e9e-0aab-41ef-9f1e-b00620656516
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-23T18:19:49.073Z
reasoning:
  Pre-loaded memories were highly relevant and covered the session's core context: (1) shadcn-svelte switch/textarea components needed for scheduled tasks, (2) the correct installation command format, and (3) the 'inherit' model configuration issue that caused the exact failure encountered. No context needed re-explanation. The only gap is that the model-config memory documents the problem but not the resolution, leaving the session without a clear path forward.


id: 239ac89c-e766-4b3d-a2c5-3d5f6daeb310
session_key: 9fbc5ee8-9703-4af2-aa57-bead58f15527
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-23T19:47:00.251Z
reasoning:
  Memories were highly relevant — scheduled tasks table design, worker polling pattern, Bun.spawn details, kanban layout, daemon startup integration, and TypeScript discipline all directly applied. No re-explanation visible in transcript. Minor gap: memories frame the feature as implemented (past tense), while session reads as planning phase (future work). Memories captured implementation details perfectly, but the session shows planning output rather than interactive memory use.


id: 063afeac-6d31-4a90-8177-fd2e77ef8dea
session_key: af10e4b4-680b-4fb0-b9b9-8393f0996a15
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-23T20:37:12.503Z
reasoning:
  Pre-loaded memories were highly relevant and directly addressed the session focus. The memory about '@signet/adapter-openclaw failing to publish because npm org is signetai' was the exact issue being worked on, and the memory detailing which files needed updating for the scope rename provided clear guidance. The assistant correctly understood the problem context without re-explanation. No novel context needed to be introduced—the user didn't have to re-explain the motivation or what changes were required. Score not higher only because the session was incomplete (ended at grep results) so implementation adequacy couldn't be fully verified, and some granular implementation details might have been missing for a complete solution.


id: 5c5a8b79-034f-4863-9064-468ee3d4f9ab
session_key: 9bd3c76d-fc86-4614-9023-c67acbc9fb59
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-23T20:42:59.837Z
reasoning:
  Pre-loaded memories provided general monorepo architecture and package structure (minimally relevant), but completely failed to address the actual session focus: linting strategy, Biome configuration errors, and formatting issues. User discovered and reported biome.json configuration problems, JSON formatting discrepancies, and incomplete linting results without prior guidance. Memories contained architectural docs (migrations, API endpoints, package responsibilities) that were irrelevant to a lint/format debugging session. Key gaps: no guidance on handling reference package errors vs main workspace, no Biome configuration best practices, no strategy for incomplete linting runs.


id: 4a274976-6f12-48b7-b2db-1290a600de2c
session_key: 4d0e062a-58dc-4ee1-a44a-d65b2d748788
project: /mnt/work/obsidian-vault/nextcloud/personal/highground
harness: claude-code
created_at: 2026-02-24T03:23:04.431Z
reasoning:
  Pre-loaded memories were entirely focused on signetai project architecture (OpenCode plugin integration, embeddings optimization, scheduled tasks, database schema) and were completely irrelevant to this session's document conversion task in the highground obsidian vault directory. Session involved no signetai code, no architectural decisions, and no git operations—just PDF/DOCX/image to markdown conversion. Memories provided zero context help, but user also didn't need to re-explain anything since the task was self-contained and straightforward.


id: 4d503efd-f478-452c-b1d7-d2c178fa4a47
session_key: 7989fa47-3cae-4216-aef6-16bea19bccda
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T03:55:26.324Z
reasoning:
  Session was a brief SSH connectivity check to the solvr mac mini. Only one pre-loaded memory was tangentially relevant: the mention of 'buba' (openclaw bot on mac mini). However, memories provided no specific information about SSH access, expected services, or mac mini configuration—all details that would have been helpful for troubleshooting. The user didn't need to re-explain anything since the task was straightforward, but memories offered minimal actual value for this particular session.


id: 414d1d39-348e-4d21-bf36-080c7caad3b3
session_key: ca08b80b-05e2-4f2e-86a3-a9093c41dc37
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-24T04:19:49.158Z
reasoning:
  This session consisted solely of a startup hook and /clear command with no substantive work or discussion. No memories were invoked because no technical context, questions, or problems were presented. The session provides zero data points to evaluate memory relevance or gaps—memories had no opportunity to be tested. Score reflects inability to assess value rather than poor performance.


id: c91faaee-9c35-4bdd-a472-9a7e38c8e600
session_key: 1790d472-cdee-4f1e-90f7-7f2f1af7e9b6
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T05:28:15.334Z
reasoning:
  Pre-loaded memories were comprehensive and project-relevant (Signetai architecture, Nicholai's profile, active projects), but this session was a meta-session — loading the onboarding skill itself rather than performing actual work. The memories would be immediately useful in the next turn when onboarding questions begin, but weren't actively referenced during skill initialization. No re-explanation was needed and no gaps emerged, but the memories didn't actively serve this particular moment either. Score reflects good preparation that wasn't deployed in this specific context.


id: 02e7205f-54da-48f2-955e-5f3686b26f53
session_key: 94c2b913-632f-4376-9775-512be404b400
project: /mnt/work/obsidian-vault/nextcloud/personal/highground
harness: claude-code
created_at: 2026-02-24T05:44:22.135Z
reasoning:
  Pre-loaded memories focused entirely on Signetai infrastructure work (plugin integration, dashboard optimization, package structure), while this session involved evaluating an ad prediction system proposal for the HighGround project—a completely different context. Zero memory overlap with the actual task. User managed fine starting fresh, but that reflects task independence rather than memory effectiveness. Gap: no prior context stored about HighGround, Jake's proposals, or ad prediction work.


id: 3b376d1e-f4df-4acf-a26d-ea8c21a8c59b
session_key: 6aef3812-1559-469a-948a-d8785a371393
project: /mnt/work
harness: claude-code
created_at: 2026-02-24T07:01:48.656Z
reasoning:
  Session was about Houdini Linux installation research — completely outside the scope of pre-loaded Signetai project memories. While no memories were relevant and nothing was re-explained, this was an isolated research task rather than work on any tracked project. The extensive Signetai context (architecture, packages, dashboard, connectors, workflows) was entirely unused. This is a scope mismatch rather than a memory system failure — the session simply wasn't related to any tracked development.


id: b9803d34-2cda-4899-91ae-0bda5440339d
session_key: 57679b27-988d-458c-98a2-27a3eafdbd86
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-24T08:01:36.156Z
reasoning:
  Pre-loaded memories directly addressed the core issue: OpenClaw memory slot conflict was documented with exact solution (set plugins.slots.memory: "signet-memory-openclaw"), and the native memorySearch conflict was also in memory. Project architecture, package structure, and connector system context were all present. Session moved straight into implementation without re-explanation. Only novel element was specific line numbers and migration implementation details revealed by code inspection, which is expected and not a memory gap.


id: a164dd40-2b15-4c90-bfd7-b5fe2b7d2908
session_key: e5af3f54-89b9-4af8-a456-d24e9cc7bd76
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-24T08:07:31.428Z
reasoning:
  Pre-loaded memories covered the session almost perfectly. The detailed 'Memory Content Size Guardrails Implementation' memory contained the exact plan being discussed, with all technical specifications, file paths, and implementation details already documented. Signet architecture and project structure memories were relevant context. No re-explanation was needed. Minor deduction only because the transcript was partially truncated in the session context, though this didn't impact the actual coding work.


id: ddb43642-2027-4cbf-be5b-4936c3276665
session_key: 1464e844-f99d-4f23-8149-e123d8b2dac7
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-24T08:10:28.538Z
reasoning:
  Session was pure initialization with no substantive work performed. Memories loaded successfully but couldn't demonstrate usefulness since no tasks were executed, questions asked, or context needed. This is a degenerate case — can't evaluate memory effectiveness without actual work to support.


id: ba1d8a06-7b7e-456e-875a-3160d47a4787
session_key: a2ba0f65-644c-4192-ad10-d9d098b27144
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T08:13:05.301Z
reasoning:
  The 'Disk Space Diagnosis Session' memory was technically relevant and documented the critical context (100% full, 526G used, 1.5G free) and the constraint (plan mode preventing destructive ops). However, the memory recorded an incomplete investigation rather than actionable remediation guidance. The session appears to have restarted diagnostic exploration without leveraging the prior findings. The working memory was entirely off-topic (Signetai project development), providing zero useful context for disk cleanup work. The memory system captured what happened previously but didn't effectively inform or accelerate this follow-up session.


id: 2b7a37a9-6d2c-43cf-8aa0-4dac2be586c3
session_key: 8f7bb914-19de-404b-a53d-ac1eeeef710d
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T08:14:02.774Z
reasoning:
  Session occurred 2026-02-21, pre-loaded memories are dated 2026-02-24. The 'Running TeichAI Qwen3-14B' memory is actually a post-session summary of this exact conversation, not a pre-loaded memory available during the session. No prior context was needed during this session—the user introduced the task fresh and the assistant handled it well without relying on pre-loaded information. Score reflects temporal unavailability, not quality of memory content.


id: 138d344e-64cc-43be-9643-23a2d5c109a3
session_key: 7206347f-5dbd-47c2-a94d-50ee27606647
project: /mnt/work/dev/Youtube-To-Audio-Converter-for-Mac
harness: claude-code
created_at: 2026-02-24T08:18:23.330Z
reasoning:
  The YouTube Converter Tauri v2 memory was highly relevant and captured all essential context: architecture (Tauri v2, vanilla HTML/CSS, Rust backend), implementation plan with specific task breakdown, dependencies, color scheme, and verification steps. The session transcript shows the user executing the approved plan without needing to re-explain architectural decisions or context. No evidence of redundant explanation. Minor deduction from perfect 1.0 because transcript is truncated (last 4000 chars) and doesn't show full session flow, though the captured memory appears complete for the work being done.


id: f3227653-95d2-4169-8063-f8184f970b6d
session_key: 85a4154a-829a-45f8-898c-a28cbbc1c93d
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-24T08:23:29.415Z
reasoning:
  Pre-loaded memory was highly relevant and comprehensive. The 'Embedding Health Check Feature Plan' memory covered architecture (new module, seven checks, scoring), implementation tasks (5 detailed steps), dashboard integration, types, endpoint specs, and UI design. User required zero re-explanations of foundational concepts. Score is 0.90 rather than higher only because minor implementation details would naturally emerge during actual coding, but all planning/specification context was provided.


id: 30f10367-8e89-44c1-936e-0f3c04719922
session_key: e6d40e80-f375-4c98-ba48-8c0716031799
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T09:40:22.495Z
reasoning:
  Pre-loaded memories provided basic foundational context (OpenClaw runs on Mac Mini via buba, user environment is Arch/Hyprland) but lacked OpenClaw-specific technical knowledge. Critical gaps: no config directory structure, no token/env variable patterns, no prior notes about OpenClaw configuration management. The session was investigating from scratch rather than building on existing understanding. One item required re-explanation (Discord token reset). Memories helped identify the platform but not the task mechanics.


id: 66a82254-cee1-4801-9198-b0d1afdc034d
session_key: 555f0e53-b1d9-4589-b3ef-e7f348eeecae
project: /mnt/work/dev/client-work/martine-vogel/compass/compass
harness: claude-code
created_at: 2026-02-24T09:40:56.637Z
reasoning:
  Memory provided basic project context (Compass location and purpose as PM tool), but lacked architectural details needed for this session. User had to explain: (1) the HPS/core separation strategy and refactoring goal, (2) what domain logic needed decoupling. No prior analysis of schema, components, or server action structure was cached. Memory enabled quick project identification but didn't reduce exploration scope significantly. A more useful memory would have captured prior architectural discussions or known coupling points.


id: 8479782e-ce86-4273-9cdb-f9b975f89738
session_key: 8679ccb5-5599-4e01-be79-169235e54bce
project: /mnt/work/dev/client-work/martine-vogel/compass/compass
harness: claude-code
created_at: 2026-02-24T09:41:36.120Z
reasoning:
  Memories correctly identified Compass project location and basic purpose, but contained zero technical details about the actual architecture (Next.js 15, React 19, Cloudflare Workers deployment, 50+ components, dependencies like shadcn/ui/TipTap/Recharts/AI SDK v6). The assistant had to rebuild the entire project model from scratch to answer the Svelte migration question. While the user didn't need to re-explain (they asked a clean question), the memories failed to provide the substantive architectural context that would have made the analysis faster or better informed.


id: 0167c170-36c9-4aaf-8f5a-a3cb321492ab
session_key: ea5860ab-368c-47ec-bd0e-421bacb49c3a
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-24T10:00:31.938Z
reasoning:
  Session performed no substantive work—only initialization (SessionStart hook, /usage command, status dialog). No code was read, modified, or discussed. Memories were comprehensively pre-loaded and well-organized (OpenCode plugin status, embeddings optimization, project structure, CLAUDE.md), but no actual task work occurred where memory context would have been tested or applied. This is a null session for evaluating memory performance.


id: 80449541-b38d-4c62-a9b9-6ae6b70621a8
session_key: 6db03ccd-ec78-43c4-a3a1-badba667f578
project: /home/nicholai/proton-mcp
harness: claude-code
created_at: 2026-02-24T10:24:30.035Z
reasoning:
  Pre-loaded memories were entirely focused on the Signet project (architecture, OpenCode plugin integration, dashboard performance). This session was about setting up proton-mcp (ProtonMail MCP server), a completely unrelated project. Only the generic user profile (Nicholai is a developer) proved marginally relevant. Everything about the proton-mcp project—purpose, setup requirements, Python venv, ProtonBridge integration, Claude Desktop configuration—had to be researched and explained from scratch. The session had zero continuity with prior Signet work.


id: 8ecb64f8-e9cb-4180-acc3-52d506b26300
session_key: 6db03ccd-ec78-43c4-a3a1-badba667f578
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T10:45:50.638Z
reasoning:
  Pre-loaded memories were heavily focused on Signetai project internals and architecture, but this session was about setting up an entirely unrelated external project (proton-mcp). Only general development preferences (bun package manager, project structure patterns) carried over; the entire ProtonMail MCP server scope, features, setup requirements, and dependencies had to be introduced fresh. Memories provided no actionable context for this session, though they weren't harmful—just domain-shifted.


id: 3cb1a134-541e-440b-b88e-9d6655176d42
session_key: 6db03ccd-ec78-43c4-a3a1-badba667f578
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T11:02:58.229Z
reasoning:
  Session was entirely about setting up a new external tool (Proton MCP server for ProtonMail integration). All pre-loaded memories were focused on the Signet project architecture and codebase. No Proton MCP context existed in memory, and all information in the session was novel. While the user didn't need to re-explain existing assumptions, the memories provided zero relevant guidance for this task.


id: 7f261ce7-0da0-4d39-873e-4681d907ac2c
session_key: 6db03ccd-ec78-43c4-a3a1-badba667f578
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T11:05:06.753Z
reasoning:
  Pre-loaded memories were entirely signetai-focused (VISION.md, OpenCode plugin, embeddings optimization, monorepo architecture). The user began work on a completely separate project (proton-mcp, an MCP server for ProtonMail) that wasn't mentioned in USER.md or any project memory. Zero practical context applied to the actual task. Only generic personality guidelines (Mr. Claude's tone/style) had minor relevance. No explanation gap yet since session was early-stage research, but memories provide no foundation for this new project.


id: f3def849-eb72-4a4d-8d32-dc355014142c
session_key: 6db03ccd-ec78-43c4-a3a1-badba667f578
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T11:06:51.690Z
reasoning:
  Pre-loaded memories were heavily skewed toward OpenCode plugin integration and embeddings view optimization work from Feb 23, which had zero relevance to this session's ProtonMail MCP server setup. One memory about ProtonMail MCP was pre-loaded and did provide useful baseline context, but the majority of available context (90%+) was about unrelated signetai projects. User still needed to fetch and explain the proton-mcp repository overview, indicating the relevant memory wasn't prominent enough or detailed enough. Overall: one good memory in a sea of irrelevant context.


id: f24ada4d-7873-4cc3-9653-9ff1b56a0912
session_key: 0be39ad3-a201-4e3d-ad42-13287596d986
project: /mnt/work/dev/microgpt
harness: claude-code
created_at: 2026-02-24T12:02:15.376Z
reasoning:
  User switched projects entirely (microgpt vs. Signet). Pre-loaded memories focused heavily on Signet architecture, ingest pipeline, OpenCode integration, and embeddings—none relevant to this session. Only generic context (user profile: Nicholai, timezone, role; behavioral guidelines; SOUL.md) remained applicable. Assistant correctly identified the project from the code reference alone and asked appropriate clarifying questions without needing prior context rehashed. This was a legitimate context switch, not a memory failure—the system performed well given the situation, but the loaded memories were mismatched to the actual session work.


id: b3dbb573-c063-4634-b741-410e2bd48c62
session_key: 7546bdd3-f60e-4954-848a-42a9c88f4f49
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-24T22:50:01.155Z
reasoning:
  Pre-loaded memories are entirely focused on the Signetai project and a set of known personal projects (ooIDE, dashore, biohazard, etc.), but the oddcore-website project that Nicholai was working on is completely absent from memory. The project location, tech stack, goals, and context are all novel information not covered by the loaded memories. While general development patterns (being proactive, asking questions before implementing) were marginally relevant, there was no project-specific context to help contextualize the work. This represents a significant knowledge gap that would become increasingly problematic in a longer session.


id: 3406f162-09b2-451a-ab11-f7c6d3db939a
session_key: 85dd1116-c184-4261-b591-89c91d48c68f
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-24T23:14:32.668Z
reasoning:
  All pre-loaded memories were about the Signetai project (daemon, plugins, embeddings, pipeline refactoring), but the session occurred in an entirely different project (oddcore-website at /mnt/work/dev/oddcore-website/). Zero relevance. User had to establish new project context from scratch. Memories created a context mismatch rather than helping.


id: ca4dfda4-c21b-4f12-b58f-c7c4fd3f3c13
session_key: d496d2f1-2d4a-453d-8eb1-884610657909
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-24T23:15:14.085Z
reasoning:
  Pre-loaded memories were exclusively about Signetai project (ingest pipeline, OpenCode plugin, embeddings optimization), but the session was for oddcore-website contact form setup. Complete project context mismatch. User/agent had to discover: contact component location, missing API routes, environment variable structure, project deployment target, and form submission architecture from scratch. Memory system failed to detect project switch and loaded stale context from previous Signetai session.


id: bd11f737-9219-4e96-b7d5-4e90561becfc
session_key: d786fe70-af85-439e-b24d-72e3ff0b480e
project: /home/nicholai
harness: claude-code
created_at: 2026-02-24T23:27:53.049Z
reasoning:
  Pre-loaded memories focused entirely on Signetai project development (ingest pipeline, OpenCode plugin integration, embeddings optimization), while the session was about debugging Claude Code git attribution settings. Zero relevant context. No re-explanation needed because it was a fresh investigation, but memories provided no useful anchor for the task. Complete context mismatch.


id: b6df18f4-7684-4561-8cf3-fbed70c03c9b
session_key: aeb2651c-bd65-4ace-8bcb-17d3c2ee5711
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-24T23:40:52.412Z
reasoning:
  Pre-loaded memories comprehensively covered the Signet project (ingest pipeline, embeddings, OpenCode integration, etc.) but the session explored oddcore-website asset directories with zero prior context. No re-explanation was needed because there was no established baseline—the user simply started exploring fresh. Memories were well-maintained but entirely misaligned with the session's focus.


id: 59949216-2609-4811-9735-209f397df7e9
session_key: 9a52101e-d4d8-4687-8c7a-7e70974c623c
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-24T23:47:43.941Z
reasoning:
  Pre-loaded memories were almost entirely about Signetai project, but session was on oddcore-website (not listed in USER.md). Critical gap: oddcore-website project context completely missing from memory. Assistant worked around this by dispatching Explore agent, but this required rebuilding context that should have been pre-loaded. Only 2 memories were relevant: frontend-design skill and general design patterns. This was a significant memory system failure—the project wasn't documented in the user profile at all.


id: 928475b9-4146-47c1-9d77-f6bad4077b77
session_key: d2adc1cf-9ec7-4c7d-a302-ae339699cf93
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:00:30.913Z
reasoning:
  Pre-loaded memories focused entirely on Signet development (OpenCode plugin integration, embeddings optimization, ingest pipeline refactoring). The session involved ODDCORE website messaging work, which is not tracked in the project memory at all. User had to explain: (1) the ODDCORE/ODDCORP relationship context, (2) the messaging clarification need. No prior memory context was applicable to this task.


id: 5cc23865-ee91-4233-a18f-0c24cfa4555a
session_key: 49e347db-be45-4db0-9866-b7355bee6917
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:01:15.246Z
reasoning:
  Pre-loaded memories were entirely focused on Signetai project and internal architecture. Session was about integrating LanaPixel font into the Oddcore website — a project not mentioned in user profile or active memory. User had to establish project context from scratch. Memories provided zero relevant context for this task.


id: 816135fb-5b13-45ba-891d-19f49320526f
session_key: 226add64-a8ed-4a8b-8b3a-ef60d3e51344
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:07:01.783Z
reasoning:
  The oddcore website project is completely absent from pre-loaded memories (not in USER.md projects list, not in active projects). The session was exploratory discovery, so re-explanation wasn't needed, but the gap is significant—oddcore-website should be documented as an active project. No prior context existed to help the Explore agent understand design patterns, tech stack preferences, or existing work. This represents a documentation gap rather than a memory failure during the session itself.


id: c7c5dfa4-6656-40ee-8399-0ae335639005
session_key: 10503de8-00d3-42e0-ac38-e1a1fa866d02
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:34:02.882Z
reasoning:
  The oddcore-website project was completely absent from pre-loaded memories. USER.md lists 8 projects but oddcore-website is not among them. The session was entirely exploration of a novel project with no prior context, requiring the assistant to discover the tech stack (Astro), component structure, and file organization from scratch. The assistant followed generic exploration patterns rather than leveraging any project-specific knowledge.


id: 1da0d7a0-3f9f-4004-99f4-3099115f6f4e
session_key: 483f92e2-7e4d-4cd6-81d3-f3fdbef1209b
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:35:00.032Z
reasoning:
  Pre-loaded memories documented a previous failed security review attempt on oddcore-website (git config issue), but provided no forward-looking context or solutions. The memory was a session log entry rather than actionable working knowledge. Core active projects (OpenCode plugin, embeddings optimization, ingest pipeline refactoring) were irrelevant. The session was short and ended in immediate failure without user needing to re-explain context, but memory failed to help prevent/solve the same git issue.


id: 8c860e68-c101-4508-a91d-816681c9adbf
session_key: db3c7a42-3ee5-487f-857d-6d17c57ce507
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:38:07.093Z
reasoning:
  Pre-loaded memories included relevant oddcore-website context (project location, shop page work summary, exploration findings, next steps), but these represented a small fraction of the total loaded context—most memory was Signetai-focused. The user jumped directly into exploration work without re-explaining anything, so the relevant oddcore-website memories were clearly useful. However, this session was a significant context switch away from the primary Signetai project that dominated the memory load. Score reflects that applicable memories were well-organized and saved re-explanation work, but overall memory relevance was diluted by focusing on a secondary project.


id: 2a600008-e745-48c2-aaa1-13f7443a22e4
session_key: 09f609c3-df31-4449-b7ba-0d3d937260e1
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:44:26.906Z
reasoning:
  Memory loaded extensive context about oddcore-website blog pipeline (schema, routing, image handling, existing endpoints, 8-post plan with specific tones and dates). User never re-explained project structure, and session moved smoothly from verification planning to implementation. Memories covered infrastructure comprehensively. One instance of novel context: the detailed blog post content refinement/elaboration happened during the plan phase itself rather than being pre-known.


id: b850850c-34ea-47a6-8777-260a18f9443a
session_key: 56a5db20-420e-4240-a3f9-a75d30666763
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:53:05.215Z
reasoning:
  Pre-loaded memories contained directly relevant information: Oddcore website audit context, blog routing/content collections setup, homepage section structure (Hero, About, GamesList, Team, Contact, Marquee), Astro component import patterns, and Navigation config location. The session had just spawned an Explore agent and was beginning investigation, so insufficient data to assess whether memories would have prevented re-explanation later. Memories provided solid foundational context but audit scope was still unfolding.


id: c1ad2ea3-aae9-489d-b76f-926d1692d631
session_key: 0ab29cd8-aa90-45dd-a979-785f6cac2d95
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:53:42.416Z
reasoning:
  Session contained no actual conversation or work—only a SessionStart hook fired. Memory system loaded successfully but couldn't be evaluated for effectiveness since there was no user interaction. Relevant oddcore-website memory existed in pre-loaded context (astro routing, blog conventions, tone) but wasn't tested. If work had proceeded, moderate memory coverage would have existed but with significant gaps (oddcore-website context is sparse compared to signetai dominance in loaded memories). Score reflects: available but untested relevance + unequal project coverage in pre-loaded context.


id: 94e2ffac-d335-4e2a-a67e-4300bef5a7f0
session_key: 4caeedfd-689c-4dd4-8a0a-a73c53b6e509
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:54:23.296Z
reasoning:
  Session was in oddcore-website project and invoked /seo-audit skill. Pre-loaded memories included sparse oddcore-website context (hero image sizes, component imports, section structure) but were heavily weighted toward irrelevant Signetai project details. No actual SEO audit work was performed—session only loaded skill framework. The user didn't have to re-explain because execution never reached a point needing contextual detail, but if it had, the pre-loaded oddcore-website memories were insufficient (missing site architecture, current SEO status, keyword strategy, competitor analysis, traffic baseline). Memories useful for Signetai development but not for this audit task.


id: 2766bc1f-502a-408b-8a46-97f27acf3365
session_key: 30100b67-efcc-4692-8ddf-a4dc3a5acaf4
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T00:58:56.528Z
reasoning:
  Pre-loaded memories were directly relevant to the oddcore-website blog redesign session. They correctly documented the blog architecture (Astro dynamic routing, blog listing/post pages), identified components (BlogCard.astro, BlogSearch.tsx), and captured that the session was in discovery phase with no implementation changes made. The user didn't have to re-explain anything. Score isn't higher because the session involved Glob searches to re-discover components that were already documented in memory—suggesting the assistant didn't proactively consult them to avoid redundant work. The memories were accurate and applicable, just not optimally leveraged to prevent re-discovery.


id: 15833888-7b53-44b9-a4ba-0e5cce510782
session_key: c1026617-35c2-4124-bf94-e81dcc61e4df
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T01:07:56.721Z
reasoning:
  Pre-loaded memories were almost entirely about Signetai project context, not oddcore-website (where the session occurred). Only 1 memory was from the correct project (blog redesign planning), and even that wasn't directly relevant to mobile design evaluation. However, since the session only involved skill initialization with no actual work performed, the misalignment had minimal practical impact. A properly contextualized memory set for oddcore-website would have been more useful.


id: ac17f3de-dc1c-4dac-a766-aff817c6f5dd
session_key: 63c766db-3775-4fb1-8c67-185f11f73271
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T01:13:18.161Z
reasoning:
  The pre-loaded 'Git History Cleanup' memory was directly relevant to this session's work on removing Claude attribution from commits. It documented the exact task, the git-filter-repo approach, the regex pattern, and the --force flag solution. While the error message itself was self-explanatory, the memory prevented any need for context re-explanation and confirmed the approach. No novel context had to be re-stated. The memory wasn't explicitly leveraged in the transcript (assistant solved from the error message), but its availability eliminated friction and provided continuity with prior work.


id: 05b880dc-6b7b-4acc-9490-5bf14b564b09
session_key: e4f95938-5601-4977-8f85-bbb14a71f42c
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T01:14:01.504Z
reasoning:
  Pre-loaded memories perfectly covered the commit attribution rule that was the focus of this session. The user had three relevant memory entries about never adding Co-Authored-By lines, the critical importance of the rule, and prior work on removing attribution from oddcore-website. The user didn't have to re-explain the boundary; they were simply reinforcing it by saving it as a pinned memory in Signet. Score is near-perfect because memories were directly applicable and prevented any re-explanation. Minor deduction for slight redundancy across the three memory entries (same core message repeated).


id: dbdeb6c6-7f49-426b-8a9c-5b59f02eb916
session_key: e0a9deb4-3a7d-41b0-bc0e-79f8c432c01c
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T01:16:37.018Z
reasoning:
  The pre-loaded memories included the exact audit scope (oddcore-website routing investigation) with detailed focus areas already captured. User didn't need to re-explain what they wanted audited. However, the session itself was incomplete (Explore agent began but 'audit findings were not yet delivered'), limiting how much the memories could be validated or built upon. Relevant memories included: (1) Oddcore Website Routing & Animation Audit with scope definition, (2) Astro page structure patterns (navigation, homepage sections), (3) RSS endpoint knowledge. The memories set up good context but couldn't help resolve the incomplete session state.


id: 5dac4f8f-cbf5-425b-8b59-ab7137104473
session_key: 5849ecd0-9801-4009-a21c-be52f9f6eb84
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T01:26:02.540Z
reasoning:
  Pre-loaded memories were highly relevant and accurate for this session. The memory contained: project location, exact component path, detailed problem description, animation timeline specifications (2.8s total, 1.5s progress bar, 0.5s logo fade, 0.8s slide), suspected root cause, and investigation status. The session examined the Loader implementation to verify the fix, and all context needed was already in memory. No re-explanation of the problem was required. Scoring not perfect (1.0) because the session remained investigative—the memory provided excellent foundational context but didn't fully resolve the issue being debugged.


id: ded7ade6-6936-4739-bedc-0e35fe5bfc5c
session_key: b22599a4-a64e-48d3-bed7-397665bc25b2
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T01:39:52.464Z
reasoning:
  Pre-loaded memories included two oddcore-website references, but neither directly informed the deployment test exploration. The 'Deployment Test Setup' memory appears to be auto-generated from this same session (circular). The 'Loader Animation Bug Fix' memory provided some project context (React + GSAP), but wasn't relevant to infrastructure/deployment goals. The Explore agent investigated project structure, build scripts, and dependencies from scratch—indicating that critical deployment context (build commands, dependency status, untracked files handling) wasn't available in pre-loaded memories. Session was truncated before conclusions, so couldn't validate if memories would have prevented re-explanation later.


id: f51d38b2-9cef-410f-9fe1-61aaac85f885
session_key: 43e44f5c-1b12-41e3-95b7-4824556182fa
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T01:40:39.634Z
reasoning:
  Pre-loaded memories included two relevant oddcore-website entries (README redesign planning, deployment test setup) that prevented any re-explanation of the project basics or tech stack. However, ~90% of the loaded context (~250 lines) was about Signetai—a different, inactive project—making memory loading inefficient. The user didn't need to re-explain because the right memories existed, but they were buried in irrelevant project detail. Better context tuning would have surfaced oddcore-website memories more prominently and reduced noise from inactive projects.


id: ad48831f-e4f8-4884-94c6-ebe36c90216e
session_key: 5f46829c-9e1d-466b-8006-8b5e44364595
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T01:51:08.110Z
reasoning:
  Pre-loaded memories included the exact project (oddcore-website git history cleanup), the list of 6 problematic commits, the rule about Co-Authored-By attribution, and the project location. The user didn't need to re-explain any context. The assistant appropriately verified commit state via git log despite having the information in memory (good practice). Minor deduction only because the assistant still ran investigation commands rather than trusting the pre-loaded commit list entirely, though verification is prudent for destructive history operations.


id: cba8dcc0-3628-4de0-9923-fe7b8380abb9
session_key: 10c3826a-a43e-45b8-a380-358931e5a0a9
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T02:13:30.826Z
reasoning:
  Pre-loaded memories excellently covered the high-level portfolio website skill creation project—what it is, why it matters, and the workflow approach. No re-explanation was needed. However, the session moved into detailed skill documentation structure and progressive disclosure patterns that weren't explicitly covered in memory. The memories set solid anchoring context for the *what* and *why* but didn't guide the specific implementation mechanics shown in the transcript. This is a reasonable progression (high-level context → detailed implementation), but additional memories about skill architecture patterns would have rounded out coverage to 0.9+.


id: a55b4cbc-a319-4eef-ac33-22ea7d654285
session_key: d3486a70-6c37-4cbd-845d-0fb68403bbff
project: /home/nicholai/.agents/skills/astro-portfolio-site
harness: claude-code
created_at: 2026-02-25T08:17:51.865Z
reasoning:
  Session was a pure hook startup with no substantive work - no coding, questions, or problem-solving occurred. Memories were well-prepared and contextually accurate (Signetai project, portfolio skill, OpenCode plugin work), but remained untested since no actual work was performed. If the user had begun working, ~5 pre-loaded memories would have been immediately valuable. This is a prep-only session where memories demonstrated proper readiness without opportunity to prove effectiveness.


id: a7b3ad26-9030-4525-85e0-bedbecc4c077
session_key: 5b97d72c-41c7-44b0-9a12-9d029340a801
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T08:18:35.611Z
reasoning:
  Pre-loaded memories were heavily dominated by irrelevant Signetai context (~80% of memory load). While some oddcore-website memories existed (project location, site config, design review preference), they were unused since session was purely exploratory (reading a file, no implementation). User didn't need to re-explain anything, but that's because the session was minimal, not because memories guided it. The single memory that had minimal relevance was the preference for reviewing findings before implementation. High noise-to-signal ratio.


id: 38d49502-2793-4c10-9c40-5c4b7b89e007
session_key: 42079781-f0e3-498e-b150-8d66685b9160
project: /mnt/work/dev/oddcore-website/oddcore-website
harness: claude-code
created_at: 2026-02-25T08:19:20.987Z
reasoning:
  Session was an audit of oddcore-website against a client brief. Pre-loaded memories focused almost entirely on signetai (ingest pipeline, ProtonMail setup, embeddings optimization). The oddcore-website project was mentioned only in passing as a note that it 'had drifted.' No specific information about the project's brand colors, fonts, team members, mission statement, game description, or social media configuration was stored. User had to provide all 8 audit criteria from scratch. General behavioral guidelines (be thorough, proactive) had marginal value. Memories served a different project context entirely.


id: ee638a1a-b021-4d0d-a4fb-6c36f85f6db4
session_key: 9391cb89-c48e-4c3e-9afc-3dad34bd1eba
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T08:48:11.002Z
reasoning:
  Pre-loaded memory correctly captured the core problem (extractors wrapping Ollama HTTP clients), the key architectural decision (moving LlmProvider from daemon to core), and the circular dependency issue. Nicholai jumped straight into detailed planning without re-explaining foundational context. However, memory lacked the full 7-component breakdown, scope boundaries (what wouldn't change), backwards compatibility type aliases, and verification plan—these were entirely novel in the session. The memory provided ~80% of needed context: architecture was sound and positioned, but implementation details had to be worked out fresh.


id: 1a248a0d-e2f7-4533-8758-6f238c96f118
session_key: 441330e7-15bf-42a7-9aba-849e3c6c7eb4
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T10:07:12.446Z
reasoning:
  Pre-loaded memories covered the ingestion pipeline architecture extremely well: all 14 files were listed with their purposes, all 7 code fixes were documented (prompt injection, DatabaseLike interface, PDF typing, non-null assertions, validation, error logging, cleanup), migration versioning strategy (014→013) was known, and the LlmProvider abstraction plan was captured. The user built directly on this foundation without re-explaining any architectural concepts. The only novel context was the cherry-pick execution plan itself (branch naming, sequence of steps), which is new work planning rather than re-explanation of prior knowledge. Memories were highly aligned with session needs.


id: f213fa34-12ec-410f-b689-c89a9e03ec50
session_key: 2c502e1a-d626-4098-9e4a-a25293f2716d
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T12:16:37.026Z
reasoning:
  Pre-loaded OpenClaw adapter memories were highly accurate and directly relevant—HTTP daemon routing, plugin API patterns, session tracking, timeouts, and interface definitions all matched what was discovered in code. User had no re-explanation burden; question was clear and exploratory. Memories served well as architectural validation rather than primary context, since the session was specifically seeking NEW information (tool inventory) that pre-loaded memories wouldn't contain. The gap wasn't a memory failure but inherent to the exploratory nature of the task.


id: 4ff039ca-59b8-4f68-8e6b-f043ca3c1b8f
session_key: e87ca015-a268-426f-88e3-b54a6a5b28b8
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T12:17:13.606Z
reasoning:
  Session was purely initialization with no actual work undertaken, so memories couldn't be evaluated in real use. However, preloaded context was highly relevant (signetai architecture, active projects, user profile, technical notes) and no re-explanation was needed. Memories were well-prepared but untested against actual coding decisions or tasks. Score reflects readiness + relevance minus lack of functional validation.


id: 496761e8-4481-431c-a793-d5711f0088e8
session_key: 8317c1f8-cdc0-4d5f-8256-b3f6c965d899
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T12:37:07.409Z
reasoning:
  Pre-loaded memories contained highly relevant GitHub issue inventory data (18 total issues: 2 closed, 16 open; OpenClaw migration focus; closing vs deletion distinction). However, the session transcript shows the assistant re-querying the GitHub API and re-discovering this information rather than consulting pre-loaded memory first. The memories weren't actively referenced or leveraged, resulting in redundant work. User didn't have to re-explain anything (no novel context needed), but memories could have accelerated the session by 2-3 minutes of API calls and analysis. Relevant memories existed but weren't consulted.


id: 23881929-ee96-455c-be66-0bed069e742b
session_key: ef738c6a-0274-4a44-9dba-900a04d0f342
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T12:39:35.851Z
reasoning:
  Pre-loaded memories about ingest pipeline refactoring, ProtonMail MCP setup, and LlmProvider migration were relevant to the signetai codebase, but the session transcript is corrupted/unreadable (appears to be malformed base64), making it impossible to verify if memories were actually referenced or needed. Session notes indicate review of feedback but lack specifics. Memories appear available but impact unmeasurable due to unreliable session data.


id: 4ab1ba1c-5eb7-401f-9b9f-a74f9e79d5b5
session_key: fce030db-ecb3-4512-af24-b7b821fb3903
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T13:13:04.402Z
reasoning:
  Pre-loaded memories provided excellent technical specificity for the deduplication planning session. The memory context included all key implementation details (PipelineRepairConfig fields, keeper selection algorithm with weighted scoring, DuplicateHealth metric structure, two-phase clustering approach, soft-delete with audit trails). Nicholai was able to dive directly into plan review without foundational re-explanation. Minor point deduction because some specific architectural choices (e.g., HTTP endpoint design, rate limiting policy) may not have been fully pre-loaded, and the truncated transcript limits full visibility. Overall, memories eliminated setup friction and enabled focused discussion of the plan itself.


id: c47c75a7-8352-452c-9e85-2dcd387779de
session_key: 453caed0-751f-45ec-bf6f-d9f4282f4eeb
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T13:16:48.176Z
reasoning:
  Pre-loaded memories directly covered the pipeline refactoring work Nicholai was investigating (LlmProvider migration, deduplication config, extractor updates). The transcript shows type definitions matching memory details (PipelineRepairConfig fields, extraction config). However, session was brief (exploration phase only) with no bug findings yet, limiting full evaluation of whether memories would sustain the entire bug-hunting workflow. No user re-explanation needed for what was shown, indicating good memory-to-context alignment for the active work.


id: 513cd937-1e37-4990-b2bd-b9fae1dec71c
session_key: 823d8d4e-ffc5-442b-981e-0009d155e885
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T13:41:26.438Z
reasoning:
  Pre-loaded memories successfully identified the context overflow problem and pinpointed the three investigation areas (OpenClaw adapter, connector, daemon hook handlers). Specific memories about 'unbounded memory injection' and 'context assembly' were directly relevant to the investigation scope. No evidence of user re-explaining prior context. However, memories lacked granular implementation details (specific function names, payload structures, truncation logic) that would have accelerated the investigation. Score reflects solid contextual foundation with room for more tactical detail.


id: 3438f146-a3b3-4e31-b441-f0ad17a37af8
session_key: 6c194570-f7ac-4abb-92c4-b17ef28dada5
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T14:34:03.785Z
reasoning:
  Session was startup-only with no actual coding work performed, limiting full assessment of memory utility. However, pre-loaded memories were comprehensive and accurate: agent identity, active projects (Ingest Pipeline, Dashboard), technical stack, user preferences, and project structure were all correctly contextualized. No re-explanations required. Score reflects that memories were well-prepared and relevant but untested in actual decision-making since no work occurred.


id: 764316f7-6cda-4bad-a0c7-5ffe09036c9b
session_key: 1b9e9d1b-21ad-4156-a9fa-4ece57ab5137
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T14:36:40.004Z
reasoning:
  This was purely a startup hook initialization with no active development work. Pre-loaded memories (project status, architecture, user preferences) were available and well-structured, but not accessed because no coding tasks, decisions, or questions occurred. The memories are well-maintained for future sessions—no gaps or re-explanation needed—but they didn't actively serve this particular session since it was initialization-only. Score reflects 'ready but not used' rather than 'inadequate' or 'ineffective.'


id: 0290ba4a-f129-4848-a965-593850d332de
session_key: 58a3f7cc-c7ca-4ece-a41d-cf6209b36aa2
project: /home/nicholai/signet/signetai/references
harness: claude-code
created_at: 2026-02-25T15:03:20.411Z
reasoning:
  The pre-loaded memories included detailed documentation of the Predictive Memory Scorer architecture (the exact topic of this session), including north star positioning, key design decisions (RRF ranking, NDCG-based success tracking), and the implementation plan with delegated agents. The session appears to have been a conceptual/visioning discussion of a well-documented feature, with no indication the user had to re-explain prior work. The score isn't higher because the truncated transcript prevents full assessment of whether novel discussion angles emerged that weren't covered in existing memories, and we can't verify active utilization of the memory context during the conversation.


id: 62eec73f-1bc6-480d-a6e8-1899f6a049a6
session_key: 771005e3-ca5e-48aa-8296-e672a56b7df1
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T15:14:06.963Z
reasoning:
  Pre-loaded memories focused heavily on 'Ingest Pipeline Refactoring & Deduplication' (Ollama client, database interfaces, extractors), which is a completely different task. The session work—implementing recursive extraction loop prevention via sentinel environment variables—was entirely novel context not present in memory. The user had to explain the core problem (scheduler spawning agents firing hooks triggering extraction creating infinite loops) from scratch. While general daemon/project architecture from memory might have provided some foundation, the memories actively pointed away from the actual work, making them more misaligned than helpful.


id: 32e3a5dc-0d6c-4b82-89d6-91f345de2855
session_key: 39f26731-4d40-4289-8f0e-13baaadb0dd5
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T15:15:15.543Z
reasoning:
  Memory provided general Signet architecture and project structure knowledge, but completely missed the current session's focus: reviewing VISION.md for conceptual gaps against predictive-memory-scorer.md. The specific work on 'learned adaptation' and the need to elevate this concept to the vision document was new context not captured in pre-loaded memory. Memory listed wrong active projects (ingest pipeline refactoring, ProtonMail setup) but didn't track the VISION.md enhancement work that was actually happening. User didn't need to re-explain much because the work appears new, but memory should have documented this as an active project to reduce context reconstruction on next session.


id: 7ca3834f-dadd-47aa-a6ba-396caa9573c3
session_key: 2250dcbd-d244-4466-be52-a090adb0cf71
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T15:28:22.925Z
reasoning:
  Memories provided strong architectural context: cli.ts ~4600 LOC fact directly informed exploration scope, TypeScript discipline rules (no `any`/`as`/`!`) perfectly aligned with what agents searched for, package structure was useful for scoping. User never re-explained anything. However, this was a straightforward reconnaissance session that didn't leverage deeper prior context—memories were foundational rather than problem-solving critical. All provided context was appropriate and non-redundant.


id: bbd8fb93-639d-45eb-b772-125416e3c72f
session_key: 60305782-1227-414a-80c5-516ba8a18fb9
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T15:29:10.735Z
reasoning:
  The pre-loaded memories were moderately helpful. They correctly identified the Memory Loop Documentation project and confirmed diagrams exist at docs/memory-loop.excalidraw and docs/memory-loop.mmd, providing good continuity for this follow-up work. However, critical architectural details were missing: the memories didn't specify the dashboard tech stack (Svelte 5, Tailwind v4, bits-ui, 3d-force-graph), the HTTP API endpoints needed for querying live pipeline status, or component patterns. The user didn't have to re-explain the core goal, but the assistant couldn't answer technical questions without reading CLAUDE.md and exploring the codebase fresh. For implementation planning, memories needed the dashboard architecture overview and daemon API reference.


id: 69c4151e-afc7-43d0-ae47-32f14b873064
session_key: 5fa14eff-72b6-4880-b832-988cf8a98e9a
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T15:30:53.848Z
reasoning:
  Pre-loaded memories were heavily Signet-focused (architecture, project structure, conventions, memory pipeline details). The session pivoted to researching OpenClaw—a different system entirely—making most memories context-irrelevant. Only general memory architecture concepts (search, extraction patterns) had tangential applicability. No re-explanations occurred, but that's because this was an explicit new research direction, not because memories covered it. User didn't need Signet context to explore OpenClaw's system. Score reflects 'neutral irrelevance' rather than active harm or usefulness.


id: 0f300393-3627-40b6-adf2-0c89f5c046ae
session_key: 91204f3c-6729-4bdb-8e14-1e10df5b823a
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T15:55:14.861Z
reasoning:
  Pre-loaded memories covered the ingest pipeline refactoring and LLM provider work, but the session focused on a completely new topic: Predictive Memory Scorer architecture. This is not mentioned in any pre-loaded memories. While general project context (Signet architecture, file locations, technical setup) provided minimal scaffolding, the entire session topic was novel—the user had to introduce and explain the full architecture from scratch. One memory useful: the LlmProvider abstraction understanding, since the scorer design mentions using an LLM provider. Strong evidence this feature design should be captured to memory for continuity on next session.


id: 0f454a15-8b85-4169-b29b-4f8378274828
session_key: 648113cb-2b90-4fc9-b169-a9f8bed33b12
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T16:05:48.591Z
reasoning:
  Pre-loaded memories only knew that 'predictive-memory-scorer.md' was a WIP document, not its actual contents. All substantive technical context (scoring architecture, RRF weighting, continuity scorer integration, the five specific refinements) was novel. Memories established useful Signet project structure and conventions, but completely missed the specification details that would have anchored the feedback discussion. The user didn't struggle re-explaining because they're in active work, but future sessions on this component would benefit from detailed memory about the architecture, algorithm, and design rationale. Consider saving detailed notes on the scorer specification and this review feedback iteration.


id: 7f4c5267-6c61-460b-84ed-12b53f7240f1
session_key: 97870516-db2f-455c-9c98-0a2333cf7e3c
project: /home/nicholai/signet/signetai/references/microgpt
harness: claude-code
created_at: 2026-02-25T16:27:30.293Z
reasoning:
  Pre-loaded memories successfully provided foundational context (project structure, user identity, memory database location, signetai architecture). However, the session was exploratory SQL schema discovery—the user had to query `~/.agents/memory/memories.db` directly to understand the table structure, indexes, and field metadata that would have been useful to pre-cache. Memories knew the database existed and its purpose but lacked detailed schema documentation that would have saved exploration time. User didn't re-explain personal context or projects, but couldn't avoid manual schema discovery.


id: 8a862f6b-15b8-4715-94ef-f8d09a22c146
session_key: f125b64c-730c-4e7b-bda0-f0975cd60c15
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T17:14:25.741Z
reasoning:
  Pre-loaded memories focused on ingest pipeline refactoring, ProtonMail MCP setup, and LlmProvider migration—none relevant to a predictive memory scorer design evaluation session. While the user didn't have to re-explain previous context (suggesting this was new exploration work), the complete mismatch between loaded memories and actual session topic indicates poor memory targeting. The session examined X/Twitter algorithm code and Phoenix model architecture, while memories tracked daemon infrastructure work.


id: 72527657-322c-4a4e-bb27-675a233cec21
session_key: 3598fe7a-19e3-42d7-8f64-b68a34106c31
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-25T20:56:35.269Z
reasoning:
  Pre-loaded memories focused on ingest pipeline refactoring (packages/core/src/ingest/) and ProtonMail MCP setup, while this session investigated analytics/telemetry collection in the daemon (packages/daemon/src/analytics.ts). The memories covered different project areas and weren't referenced. However, the user didn't need to re-explain anything either—this was a focused, self-contained investigation task that worked well as a fresh exploration without relying on prior context.


id: 9c289ac8-3758-4d19-a666-7829f2422dc4
session_key: 2a294590-6d4c-4533-84d0-93151b090f63
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:02:41.350Z
reasoning:
  No memories were pre-loaded for this session. The task was a straightforward naming audit that didn't require extensive prior context—the project-specific CLAUDE.md provided sufficient architecture and build command information. However, memories about prior naming inconsistencies, project conventions, or previous audit results could have accelerated the exploration. User didn't need to re-explain anything, suggesting the task was self-contained, but specific institutional knowledge about naming patterns in the codebase (e.g., monorepo naming conventions, web directory structure) would have been valuable context that memories could have supplied.

continuity_reasoning:
  No memories were pre-loaded for this session. The task was a straightforward naming audit that didn't require extensive prior context—the project-specific CLAUDE.md provided sufficient architecture and build command information. However, memories about prior naming inconsistencies, project conventions, or previous audit results could have accelerated the exploration. User didn't need to re-explain anything, suggesting the task was self-contained, but specific institutional knowledge about naming patterns in the codebase (e.g., monorepo naming conventions, web directory structure) would have been valuable context that memories could have supplied.


id: 482cba15-357c-4e26-8263-424210cff985
session_key: 76886eaf-e887-4ae7-b004-ff7b31c22309
project: /home/nicholai/openmarketui/web
harness: claude-code
created_at: 2026-02-26T07:06:54.595Z
reasoning:
  No memories were pre-loaded for this session, making memory score 0.0 by definition. Low confidence (0.3) because the session transcript is corrupted/truncated - unable to verify if user had to re-explain context or if memory gaps occurred. However, the project has well-documented CLAUDE.md files (both global and project-level) covering architecture, build commands, and design system details, suggesting memory may not have been critical for this design refinement task. The /openmarketui-design skill brings specialized context that would further reduce memory dependency.

continuity_reasoning:
  No memories were pre-loaded for this session, making memory score 0.0 by definition. Low confidence (0.3) because the session transcript is corrupted/truncated - unable to verify if user had to re-explain context or if memory gaps occurred. However, the project has well-documented CLAUDE.md files (both global and project-level) covering architecture, build commands, and design system details, suggesting memory may not have been critical for this design refinement task. The /openmarketui-design skill brings specialized context that would further reduce memory dependency.


id: 3f45bf8e-77b5-42b7-815b-89f335767fdd
session_key: 9ae0f20b-04c2-4086-b3d0-9cda06ca82fc
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:09:12.829Z
reasoning:
  Session only initialized with no actual coding work performed. No memories were pre-loaded and no user re-explanations were needed because no tasks were undertaken. Cannot meaningfully evaluate memory effectiveness without task context. Score reflects neither success nor failure—just lack of evaluable data.

continuity_reasoning:
  Session only initialized with no actual coding work performed. No memories were pre-loaded and no user re-explanations were needed because no tasks were undertaken. Cannot meaningfully evaluate memory effectiveness without task context. Score reflects neither success nor failure—just lack of evaluable data.


id: 24de57d8-240e-4653-8881-f3039ec2daf3
session_key: 27b2700d-1c2c-48dc-8492-f1df8a851185
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:16:43.790Z
reasoning:
  Session only initialized with no substantive work. No memories were pre-loaded (0 total), and the session terminated before any coding tasks occurred that would reveal context gaps. Cannot meaningfully evaluate memory effectiveness without actual work being done. Default to neutral score.

continuity_reasoning:
  Session only initialized with no substantive work. No memories were pre-loaded (0 total), and the session terminated before any coding tasks occurred that would reveal context gaps. Cannot meaningfully evaluate memory effectiveness without actual work being done. Default to neutral score.


id: abb2a28d-9bca-41d9-82ce-a2a3f2a4c430
session_key: edb46720-3cfc-4914-84e7-abbfd80b5906
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:22:26.134Z
reasoning:
  No memories were pre-loaded for this session. However, a project memory file exists containing the exact information discussed: that OpenMarketUI is a trading strategy IDE (UI-first product), not primarily a backend engine. The user clarified this positioning during the session, which represents context that should have been available from the pre-loaded memory. This is a system failure in memory injection rather than a quality issue with the memory itself—had MEMORY.md been loaded, it would have been directly relevant (estimated 0.95 relevance).

continuity_reasoning:
  No memories were pre-loaded for this session. However, a project memory file exists containing the exact information discussed: that OpenMarketUI is a trading strategy IDE (UI-first product), not primarily a backend engine. The user clarified this positioning during the session, which represents context that should have been available from the pre-loaded memory. This is a system failure in memory injection rather than a quality issue with the memory itself—had MEMORY.md been loaded, it would have been directly relevant (estimated 0.95 relevance).


id: 2ae18f45-51d3-47c3-8b77-49294db4cd1e
session_key: 37d8af40-c9c0-40cf-b446-1275c59af323
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:22:55.535Z
reasoning:
  Session was initialization-only with no user interaction, questions, or coding work — just Signet hook housekeeping to activate the remote control bridge. No prior context was needed or referenced. Empty pre-loaded memories is appropriate for a fresh session start.

continuity_reasoning:
  Session was initialization-only with no user interaction, questions, or coding work — just Signet hook housekeeping to activate the remote control bridge. No prior context was needed or referenced. Empty pre-loaded memories is appropriate for a fresh session start.


id: 5213846d-d1f0-4588-a8fb-1064229e78e4
session_key: 66fbe30f-be32-4c80-b6ff-3d4eb59d66e6
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:23:32.811Z
reasoning:
  No memories were pre-loaded for this session, so they could not serve it. The session was a skill review of monorepo best practices—the user reviewed guidance but made no implementation changes and did not need to re-explain project context. Even if the project architecture memory from MEMORY.md had been injected, it would have been supplementary rather than essential, since the skill provided self-contained, general guidance applicable to any Turborepo setup.

continuity_reasoning:
  No memories were pre-loaded for this session, so they could not serve it. The session was a skill review of monorepo best practices—the user reviewed guidance but made no implementation changes and did not need to re-explain project context. Even if the project architecture memory from MEMORY.md had been injected, it would have been supplementary rather than essential, since the skill provided self-contained, general guidance applicable to any Turborepo setup.


id: f2827a02-b06a-4053-aae0-37452a448aae
session_key: 9b05a9bd-6328-416b-a16e-362fee5b67eb
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:34:28.479Z
reasoning:
  Session consisted only of initialization and bridge status confirmation. No substantive coding work occurred, so memory effectiveness cannot be evaluated. No pre-loaded memories were injected, and the user had no need to re-explain context. The project MEMORY.md exists and would have been relevant for any development work, but was never tested in actual use.

continuity_reasoning:
  Session consisted only of initialization and bridge status confirmation. No substantive coding work occurred, so memory effectiveness cannot be evaluated. No pre-loaded memories were injected, and the user had no need to re-explain context. The project MEMORY.md exists and would have been relevant for any development work, but was never tested in actual use.


id: 5b442a4f-1e92-482f-9efc-a11af1fe4eea
session_key: 0f9726ad-8674-4919-8ec9-4a310c259b7c
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:55:41.653Z
reasoning:
  No memories were pre-loaded despite relevant context existing in /home/nicholai/.claude/projects/-home-nicholai-openmarketui/memory/MEMORY.md. The session involved architectural planning for watchtower, where prior knowledge about its current structure (React + opentui TUI, Zustand state, WebSocket connections to pm-server) would have been directly applicable. User didn't need to re-explain because the session was very early (just initiated Explore agent), but memory injection would have made the exploration more efficient and better-targeted. The gap is clear: relevant project memory existed but wasn't loaded.

continuity_reasoning:
  No memories were pre-loaded despite relevant context existing in /home/nicholai/.claude/projects/-home-nicholai-openmarketui/memory/MEMORY.md. The session involved architectural planning for watchtower, where prior knowledge about its current structure (React + opentui TUI, Zustand state, WebSocket connections to pm-server) would have been directly applicable. User didn't need to re-explain because the session was very early (just initiated Explore agent), but memory injection would have made the exploration more efficient and better-targeted. The gap is clear: relevant project memory existed but wasn't loaded.


id: c91b1a76-0c4f-43f5-9c3d-831a7cfde443
session_key: 5737ca97-15e9-4f30-99d6-828825b15233
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T07:57:02.719Z
reasoning:
  No memories were pre-loaded for this session (0 total injected). The session was purely exploratory—Nicholai asked Claude to understand microgpt and cross-attention for ML integration, which didn't require prior context. However, if Claude had needed to suggest WHERE in the pipeline to integrate models or HOW to adapt the trait-based architecture, the project memory (pipeline design, key types, garden beds structure) would have been invaluable. Session went smoothly only because it stayed in read-and-understand mode rather than architectural recommendation mode.

continuity_reasoning:
  No memories were pre-loaded for this session (0 total injected). The session was purely exploratory—Nicholai asked Claude to understand microgpt and cross-attention for ML integration, which didn't require prior context. However, if Claude had needed to suggest WHERE in the pipeline to integrate models or HOW to adapt the trait-based architecture, the project memory (pipeline design, key types, garden beds structure) would have been invaluable. Session went smoothly only because it stayed in read-and-understand mode rather than architectural recommendation mode.


id: 134a3270-9ad4-4c3a-9ebf-b4b8487fa25a
session_key: f75fe4d6-f33f-4a84-b027-b88a09294a74
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T08:15:00.389Z
reasoning:
  No memories were injected despite high-relevance content existing in MEMORY.md (build commands, architecture, pm-server details, Rust workspace setup). The existing memory would have been ~95% relevant to this cargo build session. However, the session involved a straightforward build request that didn't require deep context re-explanation. The low score reflects the injection failure, not memory content quality.

continuity_reasoning:
  No memories were injected despite high-relevance content existing in MEMORY.md (build commands, architecture, pm-server details, Rust workspace setup). The existing memory would have been ~95% relevant to this cargo build session. However, the session involved a straightforward build request that didn't require deep context re-explanation. The low score reflects the injection failure, not memory content quality.


id: 718692dc-8e08-408c-82c7-08c81b5652a7
session_key: c49cfe41-eb81-4320-80a1-93d49af78178
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T08:54:07.766Z
reasoning:
  Zero memories injected despite project memory file existing. Session just initialized for watchtower design task — existing MEMORY.md contains relevant architecture and tech stack context that would have grounded the design discussion. No re-explanation occurred yet because work hasn't begun, but lack of injected context represents missed opportunity.

continuity_reasoning:
  Zero memories injected despite project memory file existing. Session just initialized for watchtower design task — existing MEMORY.md contains relevant architecture and tech stack context that would have grounded the design discussion. No re-explanation occurred yet because work hasn't begun, but lack of injected context represents missed opportunity.


id: f507dfec-8a54-4745-8869-a710f57e0d83
session_key: f75df3fb-0d48-40c0-900e-1342742a36ad
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-26T09:13:07.671Z
reasoning:
  No memories were injected for this session. The work was system hardware troubleshooting (PipeWire audio configuration on the local machine) rather than project-specific, so the absence of pre-loaded context didn't create gaps or require re-explanations. However, if memories about Nicholai's audio hardware setup or typical troubleshooting patterns existed, they could have accelerated diagnosis. Score reflects neutral outcome: no harm from absence, but also no benefit.

continuity_reasoning:
  No memories were injected for this session. The work was system hardware troubleshooting (PipeWire audio configuration on the local machine) rather than project-specific, so the absence of pre-loaded context didn't create gaps or require re-explanations. However, if memories about Nicholai's audio hardware setup or typical troubleshooting patterns existed, they could have accelerated diagnosis. Score reflects neutral outcome: no harm from absence, but also no benefit.


id: d6a402b7-c16d-4741-8eda-345d108f1e61
session_key: 5c71a30b-1c3a-427d-b948-8ba1c5f0bb80
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-26T09:17:13.563Z
reasoning:
  No memories were pre-loaded for this session despite relevant ones existing in the project memory file. The OpenMarketUI memory documenting watchtower's architecture (opentui + React + zustand), key conventions, and project structure would have been useful context. However, the user provided comprehensive implementation details upfront, so no re-explanation was needed. The session proceeded smoothly because Nicholai supplied full context himself rather than relying on auto-injected memories.

continuity_reasoning:
  No memories were pre-loaded for this session despite relevant ones existing in the project memory file. The OpenMarketUI memory documenting watchtower's architecture (opentui + React + zustand), key conventions, and project structure would have been useful context. However, the user provided comprehensive implementation details upfront, so no re-explanation was needed. The session proceeded smoothly because Nicholai supplied full context himself rather than relying on auto-injected memories.


id: b593a227-a85e-4b39-8dae-7e488b051f3f
session_key: ff09799b-a7e3-4e89-8942-5dc5f3cb10ae
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T03:36:27.607Z
reasoning:
  No memories were pre-loaded for this session. The primary working directory context was openmarketui, but the user switched to signetai/signetai mid-session to work on NPM postinstall script compatibility. Since work was just initiated (reading a file), no re-explanations were needed, but the zero memory injection means memories provided no value either. If the user had continued with substantial signetai work, lack of signetai-specific memory would have been a gap.

continuity_reasoning:
  No memories were pre-loaded for this session. The primary working directory context was openmarketui, but the user switched to signetai/signetai mid-session to work on NPM postinstall script compatibility. Since work was just initiated (reading a file), no re-explanations were needed, but the zero memory injection means memories provided no value either. If the user had continued with substantial signetai work, lack of signetai-specific memory would have been a gap.


id: 8967f5da-90b9-4494-84a6-a13d7e75cef6
session_key: 2db4bf41-840a-4391-9011-7b8d8969f3ac
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T05:37:34.194Z
reasoning:
  No pre-loaded memories were injected into the session, so they provided zero value to the task itself. However, the session succeeded because the user had clear problem definition, access to CLAUDE.md and project documentation, and prior codebase familiarity. Relevant memories that COULD have helped if pre-loaded: (1) OpenClaw agent architecture and workspace configuration patterns, (2) Signet agent identity system and ~/.agents/ structure, (3) recent work on connector-openclaw. The user had to re-explain nothing, but not because memories were helpful—because the problem was well-scoped and self-contained. The low score reflects that no pre-loaded memories contributed to the session, though absence didn't cause failure.

continuity_reasoning:
  No pre-loaded memories were injected into the session, so they provided zero value to the task itself. However, the session succeeded because the user had clear problem definition, access to CLAUDE.md and project documentation, and prior codebase familiarity. Relevant memories that COULD have helped if pre-loaded: (1) OpenClaw agent architecture and workspace configuration patterns, (2) Signet agent identity system and ~/.agents/ structure, (3) recent work on connector-openclaw. The user had to re-explain nothing, but not because memories were helpful—because the problem was well-scoped and self-contained. The low score reflects that no pre-loaded memories contributed to the session, though absence didn't cause failure.


id: 685e11a6-1b9a-4b3c-98fb-2f209c47a3df
session_key: 7311d809-dbb7-4694-8efc-91c97e86a1f6
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T05:38:18.000Z
reasoning:
  No memories were pre-loaded for this session (0 total). The session involved implementing Signet secrets MCP integration, but the pre-loaded context was for the Compass project, not Signet. With zero memories injected, they provided no service to the session—neither harmful nor helpful. The user had to establish understanding by reading source files, suggesting context gaps existed but no memories were available to fill them.

continuity_reasoning:
  No memories were pre-loaded for this session (0 total). The session involved implementing Signet secrets MCP integration, but the pre-loaded context was for the Compass project, not Signet. With zero memories injected, they provided no service to the session—neither harmful nor helpful. The user had to establish understanding by reading source files, suggesting context gaps existed but no memories were available to fill them.


id: cc8840f4-03fa-4968-a673-c80cae8923ad
session_key: 81f0937c-027a-4e90-89b8-4bfffe9eaf62
project: /mnt/work/dev/engage
harness: claude-code
created_at: 2026-02-27T07:42:06.275Z
reasoning:
  No memories were preloaded despite the user working on the 'engage' project. The session was brief and straightforward (asking how to run the dev server), so the user didn't need to re-explain context. However, there was a missed opportunity: project details about 'engage' (location, tech stack, deployment approach) could have been injected to provide better context for troubleshooting. The session ended before investigation completed, so we can't fully assess whether prior project context would have helped resolve the dev server issue. Not a failure (user communicated clearly), but not optimal memory service either.

continuity_reasoning:
  No memories were preloaded despite the user working on the 'engage' project. The session was brief and straightforward (asking how to run the dev server), so the user didn't need to re-explain context. However, there was a missed opportunity: project details about 'engage' (location, tech stack, deployment approach) could have been injected to provide better context for troubleshooting. The session ended before investigation completed, so we can't fully assess whether prior project context would have helped resolve the dev server issue. Not a failure (user communicated clearly), but not optimal memory service either.


id: 2212b8cf-4eef-4318-952c-3f4a6a4f16c3
session_key: 3c61e685-6c00-4309-95c0-2db0d8bb5d59
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T09:55:37.440Z
reasoning:
  Session was pure initialization via remote control bridge with zero coding activity. No memories were pre-loaded, making their utility impossible to assess. For a session that performed only hook execution and system startup, this is appropriate. However, given the active signetai project context and extensive prior work documented in MEMORY.md (npm compatibility, pm-kalshi trading system, OpenMarketUI), memories SHOULD have been available and ready if development had commenced. Score reflects neither success nor failure—the session didn't exercise the memory system.

continuity_reasoning:
  Session was pure initialization via remote control bridge with zero coding activity. No memories were pre-loaded, making their utility impossible to assess. For a session that performed only hook execution and system startup, this is appropriate. However, given the active signetai project context and extensive prior work documented in MEMORY.md (npm compatibility, pm-kalshi trading system, OpenMarketUI), memories SHOULD have been available and ready if development had commenced. Score reflects neither success nor failure—the session didn't exercise the memory system.


id: a103b402-8904-4bf7-8be1-3d84f6f4fddb
session_key: b0b25030-b335-4857-a7d5-14b2b8febe9d
project: /home/nicholai
harness: claude-code
created_at: 2026-02-27T09:59:09.659Z
reasoning:
  No pre-loaded memories were injected (0 total), which is appropriate because this session was purely explanatory/demonstrational rather than a coding task. Nicholai asked for a brief explanation of Signet to share with a friend, and I provided it using built-in system instructions. No developer context, prior project state, or technical details needed to be recalled. The session completed successfully without requiring external memory context. Score reflects that the absence of memories had no negative impact on session quality.

continuity_reasoning:
  No pre-loaded memories were injected (0 total), which is appropriate because this session was purely explanatory/demonstrational rather than a coding task. Nicholai asked for a brief explanation of Signet to share with a friend, and I provided it using built-in system instructions. No developer context, prior project state, or technical details needed to be recalled. The session completed successfully without requiring external memory context. Score reflects that the absence of memories had no negative impact on session quality.


id: bf9d6f1a-1a79-4007-9642-1cae61d0c0fc
session_key: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
project: /home/nicholai/.claude
harness: claude-code
created_at: 2026-02-27T09:59:51.126Z
reasoning:
  Zero memories were pre-loaded for a straightforward, self-contained task (implementing a PreToolUse hook). The session succeeded without re-explanation or gaps, suggesting either no relevant prior context existed (correct behavior) or it wasn't needed for this task. The user clearly stated requirements upfront, and the work was focused on reading settings.json and planning implementation. Cannot confirm with certainty whether relevant memories existed but weren't loaded, so score reflects 'no harm, but unverified correctness.'

continuity_reasoning:
  Zero memories were pre-loaded for a straightforward, self-contained task (implementing a PreToolUse hook). The session succeeded without re-explanation or gaps, suggesting either no relevant prior context existed (correct behavior) or it wasn't needed for this task. The user clearly stated requirements upfront, and the work was focused on reading settings.json and planning implementation. Cannot confirm with certainty whether relevant memories existed but weren't loaded, so score reflects 'no harm, but unverified correctness.'


id: b6919eef-fcce-4b4e-b03a-f94362de1193
session_key: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
project: /home/nicholai/.claude
harness: claude-code
created_at: 2026-02-27T10:04:21.422Z
reasoning:
  No pre-loaded memories were injected for this session, which was a straightforward feature request (PreToolUse hook implementation). The user didn't need to re-explain context because this was a fresh requirement introduction. However, this represents an opportunity cost: memories about Nicholai's preferred patterns for hook/settings work, bash script conventions, or prior similar feature implementations could have provided useful scaffolding. The session progressed smoothly without them, but relevant historical patterns would have accelerated implementation.

continuity_reasoning:
  No pre-loaded memories were injected for this session, which was a straightforward feature request (PreToolUse hook implementation). The user didn't need to re-explain context because this was a fresh requirement introduction. However, this represents an opportunity cost: memories about Nicholai's preferred patterns for hook/settings work, bash script conventions, or prior similar feature implementations could have provided useful scaffolding. The session progressed smoothly without them, but relevant historical patterns would have accelerated implementation.


id: f4338459-c64c-4337-9d2f-8f3cba59854f
session_key: 46ad1c78-e3d7-448b-a88b-d9756c69ea3a
project: /home/nicholai/.claude
harness: claude-code
created_at: 2026-02-27T10:09:01.851Z
reasoning:
  Zero memories were pre-loaded for this session. The user was doing first-time exploratory work setting up a Claude Code PreToolUse hook, requiring understanding of settings.json hook structure. User read the file directly without needing prior context re-explained. However, given this is novel feature work (hooks haven't been used before), the absence of prior memory is appropriate rather than a failure. If similar hook/settings patterns emerge in future sessions, they should be recorded for faster iteration.

continuity_reasoning:
  Zero memories were pre-loaded for this session. The user was doing first-time exploratory work setting up a Claude Code PreToolUse hook, requiring understanding of settings.json hook structure. User read the file directly without needing prior context re-explained. However, given this is novel feature work (hooks haven't been used before), the absence of prior memory is appropriate rather than a failure. If similar hook/settings patterns emerge in future sessions, they should be recorded for faster iteration.


id: 8891f666-9743-4520-b1d5-123c9b457ccf
session_key: 06ffee16-a825-4005-86e3-136079c27a77
project: /home/nicholai/signet/signetai/references/openclaw
harness: claude-code
created_at: 2026-02-27T10:59:37.044Z
reasoning:
  No memories were preloaded for this session (0 total injected). The session began work on the openclaw-bugfix-pr skill, initiating repository checks and bug search. No user re-explanations occurred in the truncated transcript, but the session ended before demonstrating whether prior knowledge of openclaw bugs, codebase patterns, or previous fixes would have been beneficial. A neutral score reflects the absence of both harm and benefit.

continuity_reasoning:
  No memories were preloaded for this session (0 total injected). The session began work on the openclaw-bugfix-pr skill, initiating repository checks and bug search. No user re-explanations occurred in the truncated transcript, but the session ended before demonstrating whether prior knowledge of openclaw bugs, codebase patterns, or previous fixes would have been beneficial. A neutral score reflects the absence of both harm and benefit.


id: 3a064aec-8cac-4581-b00c-b0737297c18d
session_key: 2ba762dc-33f7-4d5a-b3b1-82ca47e60948
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T11:02:57.161Z
reasoning:
  Session consisted entirely of hook system initialization (signet hook session-start) with no development work or user queries. No memory context was required, so pre-loaded memories could neither have helped nor harmed the outcome. Loading memories would have been wasteful for this initialization-only session.

continuity_reasoning:
  Session consisted entirely of hook system initialization (signet hook session-start) with no development work or user queries. No memory context was required, so pre-loaded memories could neither have helped nor harmed the outcome. Loading memories would have been wasteful for this initialization-only session.


id: 09b6480f-ed57-4aff-a045-23b35b447d67
session_key: 5845d66b-72bd-472f-9cf6-bf6a0203697e
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T11:18:08.640Z
reasoning:
  No memories were pre-loaded for this session, so they provided zero contextual coverage. However, the task was focused and self-contained (CLI wizard restriction), and the comprehensive CLAUDE.md files in the codebase provided sufficient structural knowledge. The user didn't need to re-explain the project or request additional context, indicating the absence of memories didn't create friction. Score reflects unavailability rather than failure.

continuity_reasoning:
  No memories were pre-loaded for this session, so they provided zero contextual coverage. However, the task was focused and self-contained (CLI wizard restriction), and the comprehensive CLAUDE.md files in the codebase provided sufficient structural knowledge. The user didn't need to re-explain the project or request additional context, indicating the absence of memories didn't create friction. Score reflects unavailability rather than failure.


id: 6c02e4ac-34dc-40bc-b80f-31e60a6972db
session_key: d01d6236-e97e-4a4e-9f3b-5eb0add30932
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T11:32:04.257Z
reasoning:
  No memories were injected for this session. The session was brief and didn't require user re-explanation, so the absence didn't cause friction. However, relevant context about OpenClaw community engagement strategy, specific pain points (#842, #9676), and prior outreach lessons existed in MEMORY.md but weren't loaded. These would have enriched the discussion and enabled more nuanced framing without requiring follow-up questions.

continuity_reasoning:
  No memories were injected for this session. The session was brief and didn't require user re-explanation, so the absence didn't cause friction. However, relevant context about OpenClaw community engagement strategy, specific pain points (#842, #9676), and prior outreach lessons existed in MEMORY.md but weren't loaded. These would have enriched the discussion and enabled more nuanced framing without requiring follow-up questions.


id: 61f38c2b-517d-47a6-bb06-e70531aaf7d7
session_key: 96a2a365-a7e5-4168-be39-9c9fe21c933f
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T11:39:14.971Z
reasoning:
  Zero memories were pre-loaded despite having a relevant memory file at ~/.claude/projects/-home-nicholai-signet-signetai/memory/MEMORY.md containing context about signetai work, scheduled tasks, dashboard components, and provider setup—exactly what this session needed. User likely had to re-establish context about the signetai project and the scheduled tasks feature.

continuity_reasoning:
  Zero memories were pre-loaded despite having a relevant memory file at ~/.claude/projects/-home-nicholai-signet-signetai/memory/MEMORY.md containing context about signetai work, scheduled tasks, dashboard components, and provider setup—exactly what this session needed. User likely had to re-establish context about the signetai project and the scheduled tasks feature.


id: f7151172-6707-4414-b89b-b54aca3e9c66
session_key: f9cbbab6-b02d-4817-a650-2d211ef25c0b
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-27T11:53:19.643Z
reasoning:
  Zero memories were pre-loaded for this session. Nicholai directly requested a specific action (start pm-server), so no re-explanation was needed, but helpful context about OpenMarketUI project setup, pm-server architecture, or previous build issues could have accelerated troubleshooting. The session was cut short by infrastructure issues, not missing memory context.

continuity_reasoning:
  Zero memories were pre-loaded for this session. Nicholai directly requested a specific action (start pm-server), so no re-explanation was needed, but helpful context about OpenMarketUI project setup, pm-server architecture, or previous build issues could have accelerated troubleshooting. The session was cut short by infrastructure issues, not missing memory context.


id: 8caadbfb-f29c-4f49-a19f-895b9126fd9a
session_key: d2c95d3a-6765-4160-b13c-14776669ea71
project: /home/nicholai/signet/signetai/packages/daemon
harness: claude-code
created_at: 2026-02-27T15:23:01.580Z
reasoning:
  No memories were injected for this session. The session was self-contained—Nicholai submitted a well-articulated plan for fixing DEFAULT_PIPELINE_V2 configuration, and no re-explanation of prior context was needed. However, relevant memories exist (Ingest Pipeline Refactoring project, LlmProvider migration work) that could have enhanced awareness of related ongoing work. The session didn't require memories to succeed, but the memory system missed an opportunity to provide contextual cross-project awareness.

continuity_reasoning:
  No memories were injected for this session. The session was self-contained—Nicholai submitted a well-articulated plan for fixing DEFAULT_PIPELINE_V2 configuration, and no re-explanation of prior context was needed. However, relevant memories exist (Ingest Pipeline Refactoring project, LlmProvider migration work) that could have enhanced awareness of related ongoing work. The session didn't require memories to succeed, but the memory system missed an opportunity to provide contextual cross-project awareness.


id: 311c41b4-1f88-4787-b9bb-19cedc2d4f3f
session_key: 30443bf1-1ce5-4046-9aab-e56b11793aab
project: /home/nicholai/signet/signetai/packages/predictor
harness: claude-code
created_at: 2026-02-27T15:23:46.802Z
reasoning:
  No memories were pre-loaded for this session, so no pre-loaded context was available. The session proceeded with direct file exploration and reading without apparent friction or re-explanation. However, given the project context (Phase 1 Predictor implementation, Rust scaffold for memory scorer), relevant memories about the architecture, phase status, and ACAN reference DO exist in the broader agent memory but weren't injected. The low score reflects that opportunity was missed—contextual memory about project status and architecture patterns could have enhanced the code review discussion. Confidence is moderate due to transcript truncation; the full analysis phase isn't visible, so the impact of missing context can't be fully assessed.

continuity_reasoning:
  No memories were pre-loaded for this session, so no pre-loaded context was available. The session proceeded with direct file exploration and reading without apparent friction or re-explanation. However, given the project context (Phase 1 Predictor implementation, Rust scaffold for memory scorer), relevant memories about the architecture, phase status, and ACAN reference DO exist in the broader agent memory but weren't injected. The low score reflects that opportunity was missed—contextual memory about project status and architecture patterns could have enhanced the code review discussion. Confidence is moderate due to transcript truncation; the full analysis phase isn't visible, so the impact of missing context can't be fully assessed.


id: 1b81191d-5217-4719-a668-cb54c331817d
session_key: d2c95d3a-6765-4160-b13c-14776669ea71
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T15:26:17.287Z
reasoning:
  No memories were pre-loaded for this session. The user arrived with a detailed, self-contained implementation plan covering memory-config.ts, daemon.ts, cli.ts, and agent.yaml.template changes. The user demonstrated deep codebase familiarity and came prepared with specific line numbers, file locations, and technical details. However, prior memory about the broader Signet architecture, previous work on memory configuration patterns, or context about why defaults matter could have provided useful scaffolding. The session appears focused and didn't require re-explanation, suggesting the user brought sufficient context. The moderate score reflects that while the session proceeded smoothly, having injected memories about the Signet memory pipeline, provider detection patterns, or previous default-related discussions could have enabled faster or more confident implementation decisions.

continuity_reasoning:
  No memories were pre-loaded for this session. The user arrived with a detailed, self-contained implementation plan covering memory-config.ts, daemon.ts, cli.ts, and agent.yaml.template changes. The user demonstrated deep codebase familiarity and came prepared with specific line numbers, file locations, and technical details. However, prior memory about the broader Signet architecture, previous work on memory configuration patterns, or context about why defaults matter could have provided useful scaffolding. The session appears focused and didn't require re-explanation, suggesting the user brought sufficient context. The moderate score reflects that while the session proceeded smoothly, having injected memories about the Signet memory pipeline, provider detection patterns, or previous default-related discussions could have enabled faster or more confident implementation decisions.


id: 76bd5abd-7430-4330-a7ec-f7d194752f2d
session_key: 47c83c7b-b0ec-4c5b-b231-52cad9b79a44
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T15:50:53.645Z
reasoning:
  No memories were injected into the session. The work was a focused bug fix in the predictor package—a straightforward change to reject mismatched candidate_features instead of silently zero-filling. The user completed the task without needing context restatement or background information. However, relevant memories existed (Predictive Memory Scorer project context) that could have provided useful framing. The focused, self-contained nature of the fix meant memories weren't critical for success, but their absence represents a missed opportunity for contextual grounding.

continuity_reasoning:
  No memories were injected into the session. The work was a focused bug fix in the predictor package—a straightforward change to reject mismatched candidate_features instead of silently zero-filling. The user completed the task without needing context restatement or background information. However, relevant memories existed (Predictive Memory Scorer project context) that could have provided useful framing. The focused, self-contained nature of the fix meant memories weren't critical for success, but their absence represents a missed opportunity for contextual grounding.


id: c4352012-8fb8-4b9a-9df5-1addefdb1464
session_key: ee931387-9ca7-4e4e-a146-b8da03d40790
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T16:13:25.995Z
reasoning:
  Planning session was self-contained via a comprehensive plan document covering file locations, changes, and context. User didn't re-explain prior work, and the session remained coherent throughout. However, pre-loaded memories about the onboarding system's current architecture, user feedback patterns, and prior refactoring decisions would have enabled deeper architectural critique. The score reflects successful session execution (plan reviewed, no re-explanation needed) without penalizing the absence of 'nice-to-have' context that wouldn't have prevented progress.

continuity_reasoning:
  Planning session was self-contained via a comprehensive plan document covering file locations, changes, and context. User didn't re-explain prior work, and the session remained coherent throughout. However, pre-loaded memories about the onboarding system's current architecture, user feedback patterns, and prior refactoring decisions would have enabled deeper architectural critique. The score reflects successful session execution (plan reviewed, no re-explanation needed) without penalizing the absence of 'nice-to-have' context that wouldn't have prevented progress.


id: 69ee153a-4b0d-44b8-beb5-e018a61994ce
session_key: ee931387-9ca7-4e4e-a146-b8da03d40790
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T16:25:01.180Z
reasoning:
  No memories were pre-loaded for this session. The project context was adequately covered by CLAUDE.md files and embedded instructions, allowing the session to proceed smoothly. However, memories about prior design decisions on the onboarding skill (e.g., rationale for persona framing, known Phase 3 issues, template structure patterns) would have provided faster ramp-up and reduced need to re-discover constraints. The user showed no sign of re-explaining existing knowledge, suggesting sufficient ambient context, but targeted memories about active development decisions would have elevated this session's efficiency.

continuity_reasoning:
  No memories were pre-loaded for this session. The project context was adequately covered by CLAUDE.md files and embedded instructions, allowing the session to proceed smoothly. However, memories about prior design decisions on the onboarding skill (e.g., rationale for persona framing, known Phase 3 issues, template structure patterns) would have provided faster ramp-up and reduced need to re-discover constraints. The user showed no sign of re-explaining existing knowledge, suggesting sufficient ambient context, but targeted memories about active development decisions would have elevated this session's efficiency.


id: e51a8118-d8cd-4b5f-9531-86048fb80825
session_key: e1e61f0f-2e15-453a-8e37-530af01c36d1
project: /home/nicholai
harness: claude-code
created_at: 2026-02-27T16:58:31.994Z
reasoning:
  Zero memories were pre-loaded despite available memory infrastructure at ~/.claude/projects/-home-nicholai-signet-signetai/memory/. The session appears to be a brief request for Tailnet connectivity help (a networking task unrelated to active signetai development), but even peripheral context about the user's infrastructure or previous networking setups could have been useful. Session transcript is corrupted/unreadable, limiting full assessment. The low score reflects missed opportunity to surface relevant context proactively.

continuity_reasoning:
  Zero memories were pre-loaded despite available memory infrastructure at ~/.claude/projects/-home-nicholai-signet-signetai/memory/. The session appears to be a brief request for Tailnet connectivity help (a networking task unrelated to active signetai development), but even peripheral context about the user's infrastructure or previous networking setups could have been useful. Session transcript is corrupted/unreadable, limiting full assessment. The low score reflects missed opportunity to surface relevant context proactively.


id: eed20590-c0da-43e7-994b-eb4f2a4dbba5
session_key: 8f5c216a-d023-4605-a622-78a1efc12781
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T17:46:46.060Z
reasoning:
  Session was pure initialization (SessionStart hook event) with no substantive work performed, making it impossible to evaluate whether memories would have been helpful. Zero re-explanations occurred because no actual task work began. Cannot score higher without evidence of utility, nor lower without evidence of missing context.

continuity_reasoning:
  Session was pure initialization (SessionStart hook event) with no substantive work performed, making it impossible to evaluate whether memories would have been helpful. Zero re-explanations occurred because no actual task work began. Cannot score higher without evidence of utility, nor lower without evidence of missing context.


id: b3770548-58b4-45dd-afaa-bc6c7d1d1fea
session_key: e553e2e5-7a52-4682-a32e-e499453555a7
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T17:47:27.077Z
reasoning:
  No memories were pre-loaded for this session. The tray/menubar feature investigation was just beginning; the session transcript shows only initial exploration (Glob searches). The comprehensive CLAUDE.md documentation provided sufficient initial context to navigate the codebase and locate the existing tray package. However, the session is too early to assess whether pre-loaded memories about tray implementation details, prior Linux platform decisions, or related constraints would have accelerated the work. A longer session would likely reveal whether contextual memories could have shortened investigation time or prevented re-explanation of design decisions.

continuity_reasoning:
  No memories were pre-loaded for this session. The tray/menubar feature investigation was just beginning; the session transcript shows only initial exploration (Glob searches). The comprehensive CLAUDE.md documentation provided sufficient initial context to navigate the codebase and locate the existing tray package. However, the session is too early to assess whether pre-loaded memories about tray implementation details, prior Linux platform decisions, or related constraints would have accelerated the work. A longer session would likely reveal whether contextual memories could have shortened investigation time or prevented re-explanation of design decisions.


id: 1642f1ca-90f9-4fd7-a180-fea77c2d2c29
session_key: ee931387-9ca7-4e4e-a146-b8da03d40790
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-02-27T17:48:13.368Z
reasoning:
  No memories were pre-loaded for this session, so the memory system had zero opportunity to contribute. However, the session proceeded smoothly without them—the user arrived with a well-documented, comprehensive implementation plan and didn't need to re-explain foundational context. The CLAUDE.md files and project-level documentation provided sufficient grounding. The session was highly specific (onboarding skill rewrite with exact line numbers and file paths), suggesting this was continuation of focused work rather than a cold start. A neutral score reflects that memories weren't injected and thus had no impact—neither helpful nor harmful.

continuity_reasoning:
  No memories were pre-loaded for this session, so the memory system had zero opportunity to contribute. However, the session proceeded smoothly without them—the user arrived with a well-documented, comprehensive implementation plan and didn't need to re-explain foundational context. The CLAUDE.md files and project-level documentation provided sufficient grounding. The session was highly specific (onboarding skill rewrite with exact line numbers and file paths), suggesting this was continuation of focused work rather than a cold start. A neutral score reflects that memories weren't injected and thus had no impact—neither helpful nor harmful.


id: baaf3d9f-7cc7-4df0-93a9-8efcf8cc6498
session_key: c47be1f5-ef13-4756-8935-ceb4553b41bc
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-27T18:10:24.401Z
reasoning:
  No memories were pre-loaded for this session. The user presented a comprehensive SQLite migration plan for pm-kalshi in a single explanation without needing to re-explain any prior context. However, the plan clearly references prior work ('earlier fix') and builds on existing code patterns, suggesting that contextual memories about prior pm-kalshi sessions, the data format, or earlier migration discussions would have been relevant and helpful for framing the work more efficiently.

continuity_reasoning:
  No memories were pre-loaded for this session. The user presented a comprehensive SQLite migration plan for pm-kalshi in a single explanation without needing to re-explain any prior context. However, the plan clearly references prior work ('earlier fix') and builds on existing code patterns, suggesting that contextual memories about prior pm-kalshi sessions, the data format, or earlier migration discussions would have been relevant and helpful for framing the work more efficiently.


id: 6b5608ed-4d1a-4615-8815-1ed27997617c
session_key: 66ddd7c7-33e4-4d65-9f44-13b79655ed3c
project: /home/nicholai
harness: claude-code
created_at: 2026-02-27T18:21:49.039Z
reasoning:
  Casual greeting session with no technical work. Zero pre-loaded memories and zero context gaps—the system correctly avoided injecting irrelevant information into a non-technical conversation. No re-explanation needed because there were no technical discussions. This is actually appropriate behavior: don't clutter casual check-ins with prior context.

continuity_reasoning:
  Casual greeting session with no technical work. Zero pre-loaded memories and zero context gaps—the system correctly avoided injecting irrelevant information into a non-technical conversation. No re-explanation needed because there were no technical discussions. This is actually appropriate behavior: don't clutter casual check-ins with prior context.


id: 0a58158c-7eb4-46a3-ba5c-1eddf60b7bb2
session_key: b2b5121f-82d0-4fcb-a85d-b7a22eaeafb2
project: /home/nicholai
harness: claude-code
created_at: 2026-02-27T18:22:37.880Z
reasoning:
  Zero memories were pre-loaded. The visible transcript excerpt shows coherent architectural discussion with no re-explanations from the user, but this is an informational conversation about Signet's design rather than active task execution. Had this transitioned to development work on Signet (which the memory context suggests is active), pre-loaded memories about recent refactoring work, known issues, architectural decisions, and development priorities would have been valuable. Confidence is moderate (0.5) because the transcript is truncated—earlier context needs are not fully visible.

continuity_reasoning:
  Zero memories were pre-loaded. The visible transcript excerpt shows coherent architectural discussion with no re-explanations from the user, but this is an informational conversation about Signet's design rather than active task execution. Had this transitioned to development work on Signet (which the memory context suggests is active), pre-loaded memories about recent refactoring work, known issues, architectural decisions, and development priorities would have been valuable. Confidence is moderate (0.5) because the transcript is truncated—earlier context needs are not fully visible.


id: 39112f96-bdac-45a5-a8bf-02f48a7d4981
session_key: def4d6d8-d045-4d69-89a0-c1a585c1c81f
project: /home/nicholai
harness: claude-code
created_at: 2026-02-27T18:23:06.387Z
reasoning:
  No memories were injected and no development work was conducted during this session. The session consisted only of successful initialization with the Signet daemon hook firing. Impossible to assess whether pre-loaded memories would have been relevant without actual coding context or user interaction.

continuity_reasoning:
  No memories were injected and no development work was conducted during this session. The session consisted only of successful initialization with the Signet daemon hook firing. Impossible to assess whether pre-loaded memories would have been relevant without actual coding context or user interaction.


id: 28848acb-23ce-4bf1-9604-e957ebd0ce1f
session_key: 89781567-441e-45e1-8129-0de29238a097
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T20:19:20.591Z
reasoning:
  Session was purely a hook startup event with no substantive work or user queries. No memories were needed because no tasks were attempted. Neither helpful nor harmful - neutral impact.

continuity_reasoning:
  Session was purely a hook startup event with no substantive work or user queries. No memories were needed because no tasks were attempted. Neither helpful nor harmful - neutral impact.


id: dbf49127-fe10-4ec7-84f0-260fc6b56c48
session_key: d816ee16-4038-40a3-a077-93bcc7cc9b54
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T20:23:21.782Z
reasoning:
  No memories were pre-loaded for this session (system reported 0 total). The brainstorming task required understanding Signet's current feature inventory, architecture, and gaps between vision and reality. While the user has persistent memory files about other projects (quickshell, sentinel) and general context about maintaining OpenMarketUI/Signet, none were injected to support this specific exploration session. The Explore agent had to read and discover this context from scratch.

continuity_reasoning:
  No memories were pre-loaded for this session (system reported 0 total). The brainstorming task required understanding Signet's current feature inventory, architecture, and gaps between vision and reality. While the user has persistent memory files about other projects (quickshell, sentinel) and general context about maintaining OpenMarketUI/Signet, none were injected to support this specific exploration session. The Explore agent had to read and discover this context from scratch.


id: eae20451-1395-4d6d-929e-16c2e30d6a02
session_key: 924d892b-7ac0-4028-bc32-eb3688fe3a61
project: /mnt/work/dev/parth/parth-website
harness: claude-code
created_at: 2026-02-27T20:49:52.239Z
reasoning:
  Zero memories were pre-loaded for this session. The user worked on parth-website (new portfolio project with shadcn/ui setup) that isn't covered in the available memory context. While the session was brief and didn't require re-explanation of prior context, the memory system contributed nothing. Memories about frontend portfolio patterns, Astro best practices, or shadcn integration would have been relevant but were unavailable.

continuity_reasoning:
  Zero memories were pre-loaded for this session. The user worked on parth-website (new portfolio project with shadcn/ui setup) that isn't covered in the available memory context. While the session was brief and didn't require re-explanation of prior context, the memory system contributed nothing. Memories about frontend portfolio patterns, Astro best practices, or shadcn integration would have been relevant but were unavailable.


id: dd1c68f9-4ac4-4560-a4ed-939c21354c6b
session_key: 04ca80cd-c7d8-4ded-b9ea-49368132447e
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-27T21:04:17.870Z
reasoning:
  No memories were pre-loaded for this session despite relevant context existing about OpenMarketUI in MEMORY.md and CLAUDE.md. The session was exploratory (codebase inspection via Glob) with no implementation work, so the user didn't need to re-explain context. However, memory about the OpenMarketUI project structure, tech stack (Astro), deployment pipeline, and its location in the signetai monorepo would have been useful context for the frontend design work that was about to begin. The 0.0 score reflects that zero memories were actually injected, not that the available memories were irrelevant—they were highly relevant but weren't loaded.

continuity_reasoning:
  No memories were pre-loaded for this session despite relevant context existing about OpenMarketUI in MEMORY.md and CLAUDE.md. The session was exploratory (codebase inspection via Glob) with no implementation work, so the user didn't need to re-explain context. However, memory about the OpenMarketUI project structure, tech stack (Astro), deployment pipeline, and its location in the signetai monorepo would have been useful context for the frontend design work that was about to begin. The 0.0 score reflects that zero memories were actually injected, not that the available memories were irrelevant—they were highly relevant but weren't loaded.


id: b6644398-7ec2-42ad-b798-eec1b805154d
session_key: c8e80f07-260d-495e-9706-82d5ec3e851c
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-27T21:21:09.346Z
reasoning:
  No memories were pre-loaded for this session. The session involved fixing a CI/CD race condition in the signetai monorepo—a project with existing memory coverage in MEMORY.md (OpenMarketUI/OpenClaw ecosystem work, recent bugfixes, technical notes about the codebase). The absence of any injected context means the memory system provided zero support, though relevant context existed in the auto-memory that should have been surfaced.

continuity_reasoning:
  No memories were pre-loaded for this session. The session involved fixing a CI/CD race condition in the signetai monorepo—a project with existing memory coverage in MEMORY.md (OpenMarketUI/OpenClaw ecosystem work, recent bugfixes, technical notes about the codebase). The absence of any injected context means the memory system provided zero support, though relevant context existed in the auto-memory that should have been surfaced.


id: d4363120-4f73-4a3c-8a9a-ff34427e46c3
session_key: bddac09d-03a6-4120-96af-346ad9c613d8
project: /mnt/work/dev/research-automation/chain
harness: claude-code
created_at: 2026-02-27T22:36:09.627Z
reasoning:
  No memories were pre-loaded for this session, which is appropriate—this represents a new project type (multi-agent research automation chain) not documented in existing memories. The session was entirely self-contained; the user provided full context upfront and required no re-explanations. However, this session would be valuable to capture for future reference: the 5-step agent architecture pattern, MCP search integration approach, and file organization conventions could inform similar projects.

continuity_reasoning:
  No memories were pre-loaded for this session, which is appropriate—this represents a new project type (multi-agent research automation chain) not documented in existing memories. The session was entirely self-contained; the user provided full context upfront and required no re-explanations. However, this session would be valuable to capture for future reference: the 5-step agent architecture pattern, MCP search integration approach, and file organization conventions could inform similar projects.


id: aef3d2e4-79ca-4a47-a01c-cc7661641039
session_key: 7e97b0ac-ac2b-4fad-84d5-25efff4e72d7
project: /home/nicholai/openmarketui/watchtower
harness: claude-code
created_at: 2026-02-27T23:05:34.786Z
reasoning:
  No memories were pre-loaded despite relevant OpenMarketUI context being available in MEMORY.md (monorepo structure, crate locations, project status). The user's clear specification and appropriate delegation to an Explore agent prevented harm, but the memory system missed an opportunity to accelerate agent discovery with pre-loaded context about the codebase structure, crate architecture, and scoring mechanisms.

continuity_reasoning:
  No memories were pre-loaded despite relevant OpenMarketUI context being available in MEMORY.md (monorepo structure, crate locations, project status). The user's clear specification and appropriate delegation to an Explore agent prevented harm, but the memory system missed an opportunity to accelerate agent discovery with pre-loaded context about the codebase structure, crate architecture, and scoring mechanisms.


id: e8603099-16b6-47f9-92ab-20ebb47fbb55
session_key: 1d8ff881-c80b-4929-af81-895742bf5b5b
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-27T23:06:28.498Z
reasoning:
  No memories were pre-loaded for this session. The user initiated a fresh analysis task for OpenMarketUI design system rules without needing to re-explain context. However, relevant design system documentation, component architecture patterns, and project-specific styling conventions from previous work would have significantly accelerated the codebase analysis phase. The session didn't suffer from missing context (no re-explanation needed), but missed an opportunity for memory to provide valuable scaffolding.

continuity_reasoning:
  No memories were pre-loaded for this session. The user initiated a fresh analysis task for OpenMarketUI design system rules without needing to re-explain context. However, relevant design system documentation, component architecture patterns, and project-specific styling conventions from previous work would have significantly accelerated the codebase analysis phase. The session didn't suffer from missing context (no re-explanation needed), but missed an opportunity for memory to provide valuable scaffolding.


id: 2c13346e-80d1-4ac4-85d1-0666266e73e8
session_key: 207979a6-8857-4d06-a66f-afc526348031
project: /home/nicholai/openmarketui/watchtower
harness: claude-code
created_at: 2026-02-28T00:27:59.670Z
reasoning:
  No memories were pre-loaded for this session. The user didn't visibly re-explain context in the available transcript, and their task instructions were explicit and self-contained. However, the MEMORY.md file contains relevant OpenMarketUI project structure, tech stack, and design philosophy that could have informed the exploration strategy and accelerated the Figma design system analysis. The memory system appears to have made a neutral decision (not loading anything), which worked fine since the task was exploratory discovery-based, but it missed an opportunity to add context. The truncated transcript makes confidence assessment difficult.

continuity_reasoning:
  No memories were pre-loaded for this session. The user didn't visibly re-explain context in the available transcript, and their task instructions were explicit and self-contained. However, the MEMORY.md file contains relevant OpenMarketUI project structure, tech stack, and design philosophy that could have informed the exploration strategy and accelerated the Figma design system analysis. The memory system appears to have made a neutral decision (not loading anything), which worked fine since the task was exploratory discovery-based, but it missed an opportunity to add context. The truncated transcript makes confidence assessment difficult.


id: 8b972c1d-7d88-4944-8c52-cd6e19771133
session_key: 12e90064-8aec-4d4a-91fc-7eb334fafae5
project: /home/nicholai/openmarketui/watchtower
harness: claude-code
created_at: 2026-02-28T00:28:26.932Z
reasoning:
  Session was initialization-only with no substantive work performed. Hook ran but no tasks executed, so memory relevance cannot be evaluated. No re-explanation needed because no work occurred.

continuity_reasoning:
  Session was initialization-only with no substantive work performed. Hook ran but no tasks executed, so memory relevance cannot be evaluated. No re-explanation needed because no work occurred.


id: 21aceb36-9da0-48ab-96ee-2130394935fb
session_key: 44304f89-cc10-4539-a3d6-63e887153785
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-28T02:03:09.469Z
reasoning:
  Zero memories were pre-loaded despite relevant OpenMarketUI context existing in MEMORY.md (project location, stack details, deployment info). The session focused on frontend design skill invocation and setup, so re-explanation impact was probably minimal, but project context would have been moderately useful. Confidence is lower due to truncated/corrupted transcript making it hard to assess what context was actually needed.

continuity_reasoning:
  Zero memories were pre-loaded despite relevant OpenMarketUI context existing in MEMORY.md (project location, stack details, deployment info). The session focused on frontend design skill invocation and setup, so re-explanation impact was probably minimal, but project context would have been moderately useful. Confidence is lower due to truncated/corrupted transcript making it hard to assess what context was actually needed.


id: 8a721cee-0989-4289-8edd-25fa9fdd5be1
session_key: 118a5974-78cb-41fe-ac51-efecb4478dee
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-28T02:05:34.519Z
reasoning:
  No memories were pre-loaded or injected for this session. The system explicitly states '(no memories were injected for this session)'. While the session involved work on the Signet daemon's memory injection system (hooks.ts), and relevant memories existed in the system context (LlmProvider migration, memory database structure, ingest pipeline refactoring), none were surfaced at session start. The session transcript shows immediate technical work without need for context re-explanation, but this is only the beginning phase—full evaluation would require completing the session.

continuity_reasoning:
  No memories were pre-loaded or injected for this session. The system explicitly states '(no memories were injected for this session)'. While the session involved work on the Signet daemon's memory injection system (hooks.ts), and relevant memories existed in the system context (LlmProvider migration, memory database structure, ingest pipeline refactoring), none were surfaced at session start. The session transcript shows immediate technical work without need for context re-explanation, but this is only the beginning phase—full evaluation would require completing the session.


id: 34a5165a-58ba-454a-af6d-29b7a768f0b6
session_key: 283211ca-82dd-414a-bb92-eb58bd0d1b46
project: /home/nicholai/openmarketui
harness: claude-code
created_at: 2026-02-28T02:06:08.920Z
reasoning:
  No memories were pre-loaded despite relevant context existing in MEMORY.md about the OpenMarketUI Website project (/web/ Astro build, build/deployment pipeline, npm package publication). The memory file contains project-specific details that could have provided helpful context about the codebase structure and ongoing work. However, the user worked effectively without re-explanation, suggesting they have strong implicit knowledge of their own project. This is a memory injection system failure rather than content inadequacy—the memories existed and were relevant, but weren't surfaced.

continuity_reasoning:
  No memories were pre-loaded despite relevant context existing in MEMORY.md about the OpenMarketUI Website project (/web/ Astro build, build/deployment pipeline, npm package publication). The memory file contains project-specific details that could have provided helpful context about the codebase structure and ongoing work. However, the user worked effectively without re-explanation, suggesting they have strong implicit knowledge of their own project. This is a memory injection system failure rather than content inadequacy—the memories existed and were relevant, but weren't surfaced.


id: 9fb10939-5d95-4453-8850-c25ee948431d
session_key: 3750659c-a7af-48c6-b573-9a2604c428e7
project: /mnt/work/dev/parth/parth-website
harness: claude-code
created_at: 2026-02-28T02:07:32.849Z
reasoning:
  No memories were injected despite this being a portfolio/web project session. The absence of any relevant context (portfolio patterns, design preferences, deployment workflows, Astro experience) is suspicious. The session showed no re-explanation burden, suggesting either this is a fresh project with no prior context, or the memory retrieval failed to surface relevant patterns from previous portfolio work (nicholai-work-2026, dashore-incubator). The complete lack of injected memories is a yellow flag, even if the session flowed smoothly.

continuity_reasoning:
  No memories were injected despite this being a portfolio/web project session. The absence of any relevant context (portfolio patterns, design preferences, deployment workflows, Astro experience) is suspicious. The session showed no re-explanation burden, suggesting either this is a fresh project with no prior context, or the memory retrieval failed to surface relevant patterns from previous portfolio work (nicholai-work-2026, dashore-incubator). The complete lack of injected memories is a yellow flag, even if the session flowed smoothly.


id: 67274a6a-931e-4223-b695-5d139f1e0c6b
session_key: b1454016-58b6-4248-b667-aaa8cbc788b1
project: /mnt/work/dev/ig-wholesale-automation
harness: claude-code
created_at: 2026-02-28T02:08:19.679Z
reasoning:
  No memories were pre-loaded for this session. The work proceeded smoothly without re-explanations because the session was a fresh analytical review of the IG DM Wholesale Automation project, not a continuation of ongoing work. However, the score isn't higher because there's no way to assess whether relevant project context (client brief, deployment status, configuration details) existed in memory but wasn't injected. The session itself had no friction, but we can't determine if pre-loaded memories would have accelerated validation or provided useful context.

continuity_reasoning:
  No memories were pre-loaded for this session. The work proceeded smoothly without re-explanations because the session was a fresh analytical review of the IG DM Wholesale Automation project, not a continuation of ongoing work. However, the score isn't higher because there's no way to assess whether relevant project context (client brief, deployment status, configuration details) existed in memory but wasn't injected. The session itself had no friction, but we can't determine if pre-loaded memories would have accelerated validation or provided useful context.


id: 313ea01e-d2f0-4ed5-bc20-125842251ec7
session_key: bc33e794-b096-468c-ab61-318ba3d61582
project: /mnt/work/dev/research-automation
harness: claude-code
created_at: 2026-02-28T02:10:13.899Z
reasoning:
  No memories were pre-loaded (0 total), which was appropriate for this session. The user arrived with a fresh, comprehensive planning task (merging two research codebases) and provided all necessary context upfront. No re-explanation was required, and no prior context was referenced or missing. This was a self-contained planning discussion that didn't depend on prior session knowledge.

continuity_reasoning:
  No memories were pre-loaded (0 total), which was appropriate for this session. The user arrived with a fresh, comprehensive planning task (merging two research codebases) and provided all necessary context upfront. No re-explanation was required, and no prior context was referenced or missing. This was a self-contained planning discussion that didn't depend on prior session knowledge.


id: a39f7607-ad2d-4794-8287-3d647e0f101b
session_key: 10645b08-c4cc-442c-93c0-d44be1304e1d
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-28T03:19:29.950Z
reasoning:
  No memories were pre-loaded for this session despite the MEMORY.md containing relevant context about the Signet ingest pipeline refactoring (active project status, architectural decisions, LLM provider integration patterns). The session proceeded smoothly without user re-explanation, but this was likely because Nicholai presented a pre-conceived plan rather than needing architectural recall. Injected memories about the ingest pipeline work (provider patterns, integration decisions, file structure) could have enriched the technical discussion and cross-referenced prior decisions. The memory selection algorithm either didn't associate the OpenCode provider work with existing pipeline context, or the memories weren't detailed enough to trigger relevance scoring.

continuity_reasoning:
  No memories were pre-loaded for this session despite the MEMORY.md containing relevant context about the Signet ingest pipeline refactoring (active project status, architectural decisions, LLM provider integration patterns). The session proceeded smoothly without user re-explanation, but this was likely because Nicholai presented a pre-conceived plan rather than needing architectural recall. Injected memories about the ingest pipeline work (provider patterns, integration decisions, file structure) could have enriched the technical discussion and cross-referenced prior decisions. The memory selection algorithm either didn't associate the OpenCode provider work with existing pipeline context, or the memories weren't detailed enough to trigger relevance scoring.


id: 13fb9a52-5815-4d6a-9e7f-2fbd73680f18
session_key: 1ccba773-ee7c-4c72-ab16-36dfaefcd899
project: /home/nicholai
harness: claude-code
created_at: 2026-02-28T04:12:19.729Z
reasoning:
  This was a session initialization event only with no actual coding work, discussions, or technical tasks performed. No memories were injected and none were needed. The Signet startup hook executed but no user interaction or context-dependent work occurred, making this an unscoreable session from a memory perspective.

continuity_reasoning:
  This was a session initialization event only with no actual coding work, discussions, or technical tasks performed. No memories were injected and none were needed. The Signet startup hook executed but no user interaction or context-dependent work occurred, making this an unscoreable session from a memory perspective.


id: 55e03bc3-ca19-43e7-817c-09a8037dd8e6
session_key: 38635bea-037f-4f0f-a3cd-56c7040d672a
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-28T04:22:09.490Z
reasoning:
  No memories were injected this session. The session was brief—just approval of extraction plan and starting to read code—so impact can't be fully assessed. User didn't need to re-explain context (good signal), but relevant memories about monorepo structure, testing patterns, and code conventions weren't available to inform the work ahead. Session too short to detect downstream problems memory would have prevented.

continuity_reasoning:
  No memories were injected this session. The session was brief—just approval of extraction plan and starting to read code—so impact can't be fully assessed. User didn't need to re-explain context (good signal), but relevant memories about monorepo structure, testing patterns, and code conventions weren't available to inform the work ahead. Session too short to detect downstream problems memory would have prevented.


id: 16c9a398-a40f-4570-a5d8-4f21b6bbfe41
session_key: def9c110-4332-4f0c-b437-02d8ab4df7e5
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-28T04:24:38.362Z
reasoning:
  Zero memories were injected despite the session focusing on Phase 2 implementation of the Predictive Memory Scorer project. The memory context in CLAUDE.md shows this project exists with documented prior context (Phases 0-1 complete, architecture defined in docs/wip/). User had to re-establish project status and phase completion context in the session summary. The memory retrieval system failed to surface relevant project context that should have been pre-loaded.

continuity_reasoning:
  Zero memories were injected despite the session focusing on Phase 2 implementation of the Predictive Memory Scorer project. The memory context in CLAUDE.md shows this project exists with documented prior context (Phases 0-1 complete, architecture defined in docs/wip/). User had to re-establish project status and phase completion context in the session summary. The memory retrieval system failed to surface relevant project context that should have been pre-loaded.


id: fee2fa45-f2df-4e95-b33b-a10402d3fc65
session_key: 762eae54-ce24-4757-80ed-63a99122992b
project: /mnt/work/dev/signet/signetai2
harness: claude-code
created_at: 2026-02-28T22:35:50.211Z
reasoning:
  No memories were pre-loaded despite significant debugging context that would have been valuable. The session succeeded due to inline CLAUDE.md guidance (Svelte 5 reactivity awareness) and developer skill, not memory continuity. Knowledge about dashboard reactivity patterns, bits-ui context propagation, FormSection structure, or previous SettingsTab issues would have accelerated diagnosis. Session was productive but missed opportunity to demonstrate memory continuity from previous related work.

continuity_reasoning:
  No memories were pre-loaded despite significant debugging context that would have been valuable. The session succeeded due to inline CLAUDE.md guidance (Svelte 5 reactivity awareness) and developer skill, not memory continuity. Knowledge about dashboard reactivity patterns, bits-ui context propagation, FormSection structure, or previous SettingsTab issues would have accelerated diagnosis. Session was productive but missed opportunity to demonstrate memory continuity from previous related work.


id: 52e69e3f-c4b4-420a-b540-58a343aea512
session_key: ad6b1f20-6293-44c3-a5a3-dee7470a349f
project: /mnt/work/dev/engage
harness: claude-code
created_at: 2026-02-28T22:38:42.812Z
reasoning:
  No memories were pre-loaded for this session, making them unable to serve any contextual purpose. The session focused on a new project (/mnt/work/dev/engage) not mentioned in existing memories, which partially explains the absence. The visible transcript tail shows routine git/build work with no re-explanations, but the incomplete transcript (only last 4000 chars) limits assessment of whether gaps or re-context occurred during earlier phases. Since this appears to be a project initialization session, user preferences on TypeScript discipline and code patterns could have been relevant if memories had been injected.

continuity_reasoning:
  No memories were pre-loaded for this session, making them unable to serve any contextual purpose. The session focused on a new project (/mnt/work/dev/engage) not mentioned in existing memories, which partially explains the absence. The visible transcript tail shows routine git/build work with no re-explanations, but the incomplete transcript (only last 4000 chars) limits assessment of whether gaps or re-context occurred during earlier phases. Since this appears to be a project initialization session, user preferences on TypeScript discipline and code patterns could have been relevant if memories had been injected.


id: 67972897-ad50-4b3e-be88-04a5aa8b726a
session_key: d5c5debe-326a-48de-8e55-f62ecd034975
project: /home/nicholai/signet/signetai/references/openclaw
harness: claude-code
created_at: 2026-02-28T22:39:27.404Z
reasoning:
  No memories were pre-loaded for this session despite OpenClaw work being documented in the global project context. The session was truncated early (just beginning the bug-search workflow), so the impact of missing memories wasn't fully realized. However, relevant memories about prior OpenClaw bugfixes (Mistral tool call sanitization, secret provider timeout) and the outreach strategy existed but weren't injected.

continuity_reasoning:
  No memories were pre-loaded for this session despite OpenClaw work being documented in the global project context. The session was truncated early (just beginning the bug-search workflow), so the impact of missing memories wasn't fully realized. However, relevant memories about prior OpenClaw bugfixes (Mistral tool call sanitization, secret provider timeout) and the outreach strategy existed but weren't injected.


id: 1fd75a41-5dad-4bc8-80a0-c628f0e3cde4
session_key: 82398611-bee1-4599-866b-09c5e51559c9
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-28T22:51:03.917Z
reasoning:
  Session consisted only of initialization hook firing with no subsequent coding work, discussions, or technical engagement. No memories were pre-loaded (0 total), and none were needed since no actual session work occurred. Cannot meaningfully evaluate memory effectiveness on a session that never progressed beyond startup.

continuity_reasoning:
  Session consisted only of initialization hook firing with no subsequent coding work, discussions, or technical engagement. No memories were pre-loaded (0 total), and none were needed since no actual session work occurred. Cannot meaningfully evaluate memory effectiveness on a session that never progressed beyond startup.


id: 793c78ef-5ac1-4a9e-b6d3-f1555fc86670
session_key: 912695dd-78c2-432e-8981-9ae0dc0ef5fb
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-02-28T23:05:42.689Z
reasoning:
  No memories were pre-loaded for this session. The existing memories in MEMORY.md focus on dashboard (Svelte/shadcn-svelte) and daemon work, not the website project (Astro/React/shadcn/ui). While the memories mention UI work constraints and component conventions, they're not specific to the website or shadcn/ui installation. The session was straightforward investigation, so re-explanation wasn't needed, but prior guidance on shadcn/ui setup for Astro+React and design system constraints would have been moderately helpful.

continuity_reasoning:
  No memories were pre-loaded for this session. The existing memories in MEMORY.md focus on dashboard (Svelte/shadcn-svelte) and daemon work, not the website project (Astro/React/shadcn/ui). While the memories mention UI work constraints and component conventions, they're not specific to the website or shadcn/ui installation. The session was straightforward investigation, so re-explanation wasn't needed, but prior guidance on shadcn/ui setup for Astro+React and design system constraints would have been moderately helpful.


id: 16723175-9d25-4348-86d6-f8e7bcdbb9a6
session_key: 3a9ece63-f1c3-4f12-ad0e-390dfb6507e0
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-03-01T00:20:47.672Z
reasoning:
  Zero memories were pre-loaded despite relevant prior context existing. The session involved UI work on the Signetai website (docs sidebar redesign with React/shadcn/Astro), which directly aligns with memories about website architecture, UI constraints (no subagent delegation), and the current stack (Astro, React, Tailwind v4, shadcn-ui). The user succeeded anyway because they arrived with a pre-written plan, but the memory system provided no context support. This is a system failure, not a user issue.

continuity_reasoning:
  Zero memories were pre-loaded despite relevant prior context existing. The session involved UI work on the Signetai website (docs sidebar redesign with React/shadcn/Astro), which directly aligns with memories about website architecture, UI constraints (no subagent delegation), and the current stack (Astro, React, Tailwind v4, shadcn-ui). The user succeeded anyway because they arrived with a pre-written plan, but the memory system provided no context support. This is a system failure, not a user issue.


id: 80def18c-b73a-45aa-bcda-a47a417a6718
session_key: 5503a7ac-b601-43bf-8170-ca5ceaa75439
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-03-01T00:57:19.127Z
reasoning:
  Zero memories were injected for this session. This was appropriate because the session was purely exploratory design feedback—no implementation work occurred and no prior technical context was needed. Nicholai knows his own project well and didn't need to re-explain anything. However, this represents a missed opportunity: memories about the design system rules, component patterns, Tailwind v4 configuration, and UI delegation preferences (don't delegate UI work) would have been valuable to pre-load for the follow-up implementation work that will likely occur in the next session.

continuity_reasoning:
  Zero memories were injected for this session. This was appropriate because the session was purely exploratory design feedback—no implementation work occurred and no prior technical context was needed. Nicholai knows his own project well and didn't need to re-explain anything. However, this represents a missed opportunity: memories about the design system rules, component patterns, Tailwind v4 configuration, and UI delegation preferences (don't delegate UI work) would have been valuable to pre-load for the follow-up implementation work that will likely occur in the next session.


id: 531e0528-e1a6-4f9e-8d74-03561212edb6
session_key: 4e8d291f-fa80-4890-956e-194f3e2a1a61
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-03-01T01:02:16.210Z
reasoning:
  No memories were pre-loaded for this session. The session is in early planning phase (screenshot review, design refinement) with no implementation started yet, so gaps haven't manifested. However, once implementation begins, memories about the Signet design system (Chakra Petch/IBM Plex Mono typography, dark/light color themes, CSS variables, shadcn-svelte conventions), Astro component structure, and website architecture would have been moderately valuable (~0.6-0.7 relevance). The garbled transcript makes full assessment difficult.

continuity_reasoning:
  No memories were pre-loaded for this session. The session is in early planning phase (screenshot review, design refinement) with no implementation started yet, so gaps haven't manifested. However, once implementation begins, memories about the Signet design system (Chakra Petch/IBM Plex Mono typography, dark/light color themes, CSS variables, shadcn-svelte conventions), Astro component structure, and website architecture would have been moderately valuable (~0.6-0.7 relevance). The garbled transcript makes full assessment difficult.


id: 82417d05-501a-4d26-9955-d6a55a074014
session_key: f76ab683-52b1-4e3c-99a2-e40316c4bb2d
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-03-01T03:29:21.344Z
reasoning:
  Session was in initial planning phase (screenshot review only, no implementation). Zero memories were pre-loaded, but this was insufficient to assess need—the garbled session transcript limits visibility into actual discussion depth. The repository CLAUDE.md provided good structural context (website stack, design system, component guidelines). However, for ongoing hero section polish work, pre-loaded memories about: (1) design preferences/brand decisions made prior, (2) component patterns used in similar sections, (3) Nicholai's visual taste from past iterations, (4) known issues with the current hero—would likely have been valuable context that weren't available. The initial planning phase didn't expose gaps since no implementation started, but those gaps would appear in implementation.

continuity_reasoning:
  Session was in initial planning phase (screenshot review only, no implementation). Zero memories were pre-loaded, but this was insufficient to assess need—the garbled session transcript limits visibility into actual discussion depth. The repository CLAUDE.md provided good structural context (website stack, design system, component guidelines). However, for ongoing hero section polish work, pre-loaded memories about: (1) design preferences/brand decisions made prior, (2) component patterns used in similar sections, (3) Nicholai's visual taste from past iterations, (4) known issues with the current hero—would likely have been valuable context that weren't available. The initial planning phase didn't expose gaps since no implementation started, but those gaps would appear in implementation.


id: 81e6a44c-1f3e-40e4-ba9d-9b1a44384216
session_key: df6487ea-4613-4c75-b4cb-ae8005d77b6e
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-03-01T04:31:43.602Z
reasoning:
  Zero memories were injected for this session despite extensive relevant context existing in the project memory store. The session involved work on the Signet website (a complex Astro/React/Tailwind stack with known architecture, navigation components, and design system). Relevant memories about website structure, component locations, responsive design patterns, and CSS variables were available but not loaded. User had to orient themselves to the mobile nav issue and file locations.

continuity_reasoning:
  Zero memories were injected for this session despite extensive relevant context existing in the project memory store. The session involved work on the Signet website (a complex Astro/React/Tailwind stack with known architecture, navigation components, and design system). Relevant memories about website structure, component locations, responsive design patterns, and CSS variables were available but not loaded. User had to orient themselves to the mobile nav issue and file locations.


id: 75e906ac-b015-4044-8cd5-12dcfc1eb728
session_key: 53dc9c00-b7f2-48fa-b4ec-3d9ab04d63d3
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-03-01T05:03:02.078Z
reasoning:
  No memories were injected for this session. The mobile optimization task succeeded without prior context—the user provided clear, specific CSS changes with exact file locations and didn't require re-explanation. However, project-specific memories about responsive breakpoints (720px, 760px, etc.), CSS organization, and design tokens would have been useful for validating approach and confirming existing patterns existed. The absence didn't block progress, but memories could have accelerated understanding of the codebase structure.

continuity_reasoning:
  No memories were injected for this session. The mobile optimization task succeeded without prior context—the user provided clear, specific CSS changes with exact file locations and didn't require re-explanation. However, project-specific memories about responsive breakpoints (720px, 760px, etc.), CSS organization, and design tokens would have been useful for validating approach and confirming existing patterns existed. The absence didn't block progress, but memories could have accelerated understanding of the codebase structure.


id: 23a5135b-b0a2-442f-89ce-0859ff7ae46e
session_key: 84c0ad71-596a-401d-89cd-dbb268d237a6
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-03-01T06:46:56.472Z
reasoning:
  No memories were pre-loaded for this session. While the user's request was straightforward (redesign sidebar) and didn't require re-explanation, relevant memories about signetai web project structure, design patterns, UI conventions, and Astro/React stack specifics would have substantially accelerated exploration and provided better architectural guidance. The agent had to discover these patterns through file reading rather than retrieving them instantly.

continuity_reasoning:
  No memories were pre-loaded for this session. While the user's request was straightforward (redesign sidebar) and didn't require re-explanation, relevant memories about signetai web project structure, design patterns, UI conventions, and Astro/React stack specifics would have substantially accelerated exploration and provided better architectural guidance. The agent had to discover these patterns through file reading rather than retrieving them instantly.


id: 1ca915dd-0d99-452d-948f-4cd778e93f1e
session_key: afdf14b9-1be8-4312-8c6f-fbc50b6d30b6
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T07:05:47.870Z
reasoning:
  This session contained only a SessionStart hook initialization with no actual user interaction or development work. No memories were pre-loaded, and no context was needed or exchanged. Memory effectiveness cannot be meaningfully evaluated from a hook-only session with zero substantive activity.

continuity_reasoning:
  This session contained only a SessionStart hook initialization with no actual user interaction or development work. No memories were pre-loaded, and no context was needed or exchanged. Memory effectiveness cannot be meaningfully evaluated from a hook-only session with zero substantive activity.


id: fd0c4284-f57a-42c4-9b00-0c4aeb354762
session_key: 2ca296ec-1447-4a28-8905-5f1e8b3dc6d6
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T07:21:29.446Z
reasoning:
  No memories were pre-loaded for this session. The work was focused, real-time troubleshooting of an OpenClaw plugin integration issue. The user came in with full context and didn't need to re-explain prior work. While no memories were available to help, none were needed either—this was a self-contained debugging session rather than a continuation of ongoing work. Score is neutral because memories neither harmed nor helped; the session was appropriately scoped without requiring historical context.

continuity_reasoning:
  No memories were pre-loaded for this session. The work was focused, real-time troubleshooting of an OpenClaw plugin integration issue. The user came in with full context and didn't need to re-explain prior work. While no memories were available to help, none were needed either—this was a self-contained debugging session rather than a continuation of ongoing work. Score is neutral because memories neither harmed nor helped; the session was appropriately scoped without requiring historical context.


id: 25b7fa17-ebca-45bf-b467-82099f4b4be2
session_key: 2ca296ec-1447-4a28-8905-5f1e8b3dc6d6
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T07:23:00.640Z
reasoning:
  No memories were pre-loaded. The session kicked off smoothly with the user arriving fully prepared (detailed logs, specific error messages, clear understanding of the problem space). No re-explanation was required. However, memories WOULD likely become valuable during the implementation phase as OpenClaw quirks are discovered and the plugin structure is debugged. The score reflects that the absence didn't cause friction at kickoff, but upcoming investigation phases would benefit from prior context about OpenClaw plugin validation, the signet-memory-openclaw package structure, and Signet daemon plugin hooks.

continuity_reasoning:
  No memories were pre-loaded. The session kicked off smoothly with the user arriving fully prepared (detailed logs, specific error messages, clear understanding of the problem space). No re-explanation was required. However, memories WOULD likely become valuable during the implementation phase as OpenClaw quirks are discovered and the plugin structure is debugged. The score reflects that the absence didn't cause friction at kickoff, but upcoming investigation phases would benefit from prior context about OpenClaw plugin validation, the signet-memory-openclaw package structure, and Signet daemon plugin hooks.


id: acf2b06d-9179-4cad-a062-7a6074d3ef0e
session_key: ee273940-2151-4737-8b25-395238ffd13b
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T07:23:03.757Z
reasoning:
  No substantive coding work occurred during this session—only SessionStart hook execution and a cancelled memory review command. With no pre-loaded memories and no development activity, the memory system had no opportunity to serve or fail. Score reflects null session state rather than memory effectiveness.

continuity_reasoning:
  No substantive coding work occurred during this session—only SessionStart hook execution and a cancelled memory review command. With no pre-loaded memories and no development activity, the memory system had no opportunity to serve or fail. Score reflects null session state rather than memory effectiveness.


id: b4dd5001-9393-4819-bac6-b2282a123d08
session_key: 264d9217-ca49-41ea-868b-7b7d90bb8acf
project: /mnt/work/dev/signet/signetai1
harness: claude-code
created_at: 2026-03-01T08:49:04.085Z
reasoning:
  No memories were pre-loaded for this session. The work involved designing a new feature (Session Continuity Protocol) with extensive technical detail. Nicholai didn't need to re-explain existing Signet architecture because the CLAUDE.md files provided sufficient context. However, it's unclear whether this is new feature design (first occurrence) or continuation of prior discussion—the memory context shows recent work on Svelte fixes and Skills Module but no mention of Session Continuity Protocol. If this was discussed in a previous session and should have been remembered, that's a gap. For the next session, a memory about this feature design would improve continuity.

continuity_reasoning:
  No memories were pre-loaded for this session. The work involved designing a new feature (Session Continuity Protocol) with extensive technical detail. Nicholai didn't need to re-explain existing Signet architecture because the CLAUDE.md files provided sufficient context. However, it's unclear whether this is new feature design (first occurrence) or continuation of prior discussion—the memory context shows recent work on Svelte fixes and Skills Module but no mention of Session Continuity Protocol. If this was discussed in a previous session and should have been remembered, that's a gap. For the next session, a memory about this feature design would improve continuity.


id: d9812986-863c-4f24-8b0c-c3b6f21c20f7
session_key: fe002b41-1756-455d-9105-78bbdc9b705c
project: /mnt/work/dev/signet/signetai4
harness: claude-code
created_at: 2026-03-01T09:10:52.396Z
reasoning:
  No substantive work occurred during this session. The transcript shows only a SessionStart hook event with no user interactions or work requests. Since no memories were pre-loaded and no work was conducted, there was nothing for memories to support or fail to support. This is a session initialization state, not a working session. Score is neutral (0.5) rather than low because absence of memories didn't cause re-explanation—it simply wasn't needed.

continuity_reasoning:
  No substantive work occurred during this session. The transcript shows only a SessionStart hook event with no user interactions or work requests. Since no memories were pre-loaded and no work was conducted, there was nothing for memories to support or fail to support. This is a session initialization state, not a working session. Score is neutral (0.5) rather than low because absence of memories didn't cause re-explanation—it simply wasn't needed.


id: 457af48a-64dc-46f9-b6e4-390f167ea73f
session_key: 59b1dd41-b3e0-44c3-8d17-9ba673ffeb73
project: /home/nicholai
harness: claude-code
created_at: 2026-03-01T09:29:29.944Z
reasoning:
  No memories were pre-loaded for this session. The user initiated a focused bug investigation into a UMAP projection database schema error without needing context re-explanation, so the impact of missing memories is unclear. However, memories about known schema issues, migration history, or previous UMAP bugs could have accelerated the root-cause analysis.

continuity_reasoning:
  No memories were pre-loaded for this session. The user initiated a focused bug investigation into a UMAP projection database schema error without needing context re-explanation, so the impact of missing memories is unclear. However, memories about known schema issues, migration history, or previous UMAP bugs could have accelerated the root-cause analysis.


id: 31557d05-78d6-4c06-b5e4-fac1c6f625b6
session_key: 2106b6fe-4142-47e8-af29-7c0cd568e7f0
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T10:16:41.714Z
reasoning:
  Brief exploratory session about X API capabilities for handle acquisition. No coding work involved. No memories were needed—the question was answered directly and accurately without prior context. User didn't re-explain anything. High score because memory absence didn't impede the session, but not perfect because this new context (X handle issues, API approach) could be worth capturing for future reference.

continuity_reasoning:
  Brief exploratory session about X API capabilities for handle acquisition. No coding work involved. No memories were needed—the question was answered directly and accurately without prior context. User didn't re-explain anything. High score because memory absence didn't impede the session, but not perfect because this new context (X handle issues, API approach) could be worth capturing for future reference.


id: c6496ebc-9eaa-4535-96ef-cefa0b792920
session_key: 5cd5b19b-c0a8-4fae-8ff3-ee486955c49e
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T10:24:25.398Z
reasoning:
  Session was initialization-only with no substantive work performed—just the SessionStart hook execution. No memories needed to be injected because no actual tasks occurred. The memory system functioned correctly by not wasting cycles on irrelevant context injection.

continuity_reasoning:
  Session was initialization-only with no substantive work performed—just the SessionStart hook execution. No memories needed to be injected because no actual tasks occurred. The memory system functioned correctly by not wasting cycles on irrelevant context injection.


id: 48f332ff-088f-4e17-8962-da56dfcaf940
session_key: 74bf1326-10c7-4385-b3c3-b7c2ba666ffe
project: /home/nicholai
harness: claude-code
created_at: 2026-03-01T10:28:13.120Z
reasoning:
  No memories were actually pre-loaded for this session (0 total), despite the session summary indicating the system reports 15 memories being injected. This was a meta-test of the memory injection system itself rather than a production coding session. No practical impact occurred because the session was brief and exploratory in nature—just verification that the memory pipeline is functioning. The user didn't need to re-explain anything because the task didn't require contextual continuity.

continuity_reasoning:
  No memories were actually pre-loaded for this session (0 total), despite the session summary indicating the system reports 15 memories being injected. This was a meta-test of the memory injection system itself rather than a production coding session. No practical impact occurred because the session was brief and exploratory in nature—just verification that the memory pipeline is functioning. The user didn't need to re-explain anything because the task didn't require contextual continuity.


id: 233a50fe-b013-483a-8084-f17f2c6d2c2b
session_key: a526ba25-0459-4f5e-b182-7e7ef110693f
project: /home/nicholai
harness: claude-code
created_at: 2026-03-01T10:30:36.838Z
reasoning:
  Session was conversational/meta, not technical. No coding work occurred, so memories couldn't meaningfully help or hurt. Zero memories were injected and none were needed—Nicholai asked about how memory injection works, which doesn't require prior project context. No re-explanations needed. Can't fairly evaluate memory system quality from an atypical conversational session.

continuity_reasoning:
  Session was conversational/meta, not technical. No coding work occurred, so memories couldn't meaningfully help or hurt. Zero memories were injected and none were needed—Nicholai asked about how memory injection works, which doesn't require prior project context. No re-explanations needed. Can't fairly evaluate memory system quality from an atypical conversational session.


id: 31226cca-ec3c-44a5-9d03-1d8e1ee6bae0
session_key: 2ca296ec-1447-4a28-8905-5f1e8b3dc6d6
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T10:35:26.147Z
reasoning:
  No memories were pre-loaded for this session (0 total injected). The user didn't need to re-explain context because global instructions (CLAUDE.md, user profile) provided sufficient background on the Signet project, OpenClaw integration work, and technical conventions. However, a session-specific memory about 'OpenClaw plugin integration debugging' or 'signet-memory-openclaw connection issues' would have been valuable for tracking the diagnostic findings and connection reliability problems discovered during this session for future reference.

continuity_reasoning:
  No memories were pre-loaded for this session (0 total injected). The user didn't need to re-explain context because global instructions (CLAUDE.md, user profile) provided sufficient background on the Signet project, OpenClaw integration work, and technical conventions. However, a session-specific memory about 'OpenClaw plugin integration debugging' or 'signet-memory-openclaw connection issues' would have been valuable for tracking the diagnostic findings and connection reliability problems discovered during this session for future reference.


id: 44611e2a-8168-4650-9dbb-2292382d12cc
session_key: 493ea953-c6c6-460c-9d45-eecbb4e02a19
project: /mnt/work/dev/signet/signetai1
harness: claude-code
created_at: 2026-03-01T11:17:29.505Z
reasoning:
  No memories were pre-loaded for this session. The session involved reviewing a detailed Phase 2 implementation plan for pre-compaction capture in Signet. The plan document was self-contained with sufficient context (problem statement, solution architecture, file modifications, verification steps), so the user didn't have to re-explain anything. However, memories about Phase 1 implementation details, the session continuity pain points, and project architecture would have provided marginal value for quick context-setting. The session was productive without them, but selective memories about ongoing projects would improve future sessions.

continuity_reasoning:
  No memories were pre-loaded for this session. The session involved reviewing a detailed Phase 2 implementation plan for pre-compaction capture in Signet. The plan document was self-contained with sufficient context (problem statement, solution architecture, file modifications, verification steps), so the user didn't have to re-explain anything. However, memories about Phase 1 implementation details, the session continuity pain points, and project architecture would have provided marginal value for quick context-setting. The session was productive without them, but selective memories about ongoing projects would improve future sessions.


id: 3e701bb5-e648-4d05-8548-fd51350baa4c
session_key: 5dc568ef-80bb-4c12-a644-870356507de3
project: /mnt/work/dev/signet/signetai3
harness: claude-code
created_at: 2026-03-01T11:18:18.290Z
reasoning:
  No memories were pre-loaded for this session. The user arrived with a comprehensive, self-contained implementation plan for the embedding tracker feature, which included all necessary architectural decisions, file locations, and implementation details. No re-explanations of prior work were needed. While context about the broader Signet architecture (existing patterns, embedding config, db accessor patterns) could have potentially improved implementation efficiency, the session proceeded smoothly without it. The lack of pre-loaded memory neither helped nor hindered the planning phase that occurred here.

continuity_reasoning:
  No memories were pre-loaded for this session. The user arrived with a comprehensive, self-contained implementation plan for the embedding tracker feature, which included all necessary architectural decisions, file locations, and implementation details. No re-explanations of prior work were needed. While context about the broader Signet architecture (existing patterns, embedding config, db accessor patterns) could have potentially improved implementation efficiency, the session proceeded smoothly without it. The lack of pre-loaded memory neither helped nor hindered the planning phase that occurred here.


id: caa0ee8b-51c5-44d0-9920-e164385ad9d7
session_key: e1ed98b7-eb19-4be1-af03-79ced6dbffed
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T11:34:00.071Z
reasoning:
  No memories were pre-loaded despite a highly relevant MEMORY.md file existing at /home/nicholai/.claude/projects/-home-nicholai-signet-signetai/memory/MEMORY.md. This file contains detailed context about the embedding-refresh-tracker feature (the exact feature being worked on), implementation status, file locations, and integration points. The session didn't require re-explanation because the user gave explicit merge steps, but comprehensive memory injection would have contextualized the merge conflict resolution and provided visibility into prior implementation work. This is a system loading failure, not a memory quality issue.

continuity_reasoning:
  No memories were pre-loaded despite a highly relevant MEMORY.md file existing at /home/nicholai/.claude/projects/-home-nicholai-signet-signetai/memory/MEMORY.md. This file contains detailed context about the embedding-refresh-tracker feature (the exact feature being worked on), implementation status, file locations, and integration points. The session didn't require re-explanation because the user gave explicit merge steps, but comprehensive memory injection would have contextualized the merge conflict resolution and provided visibility into prior implementation work. This is a system loading failure, not a memory quality issue.


id: 91d07811-1b95-4a52-9e98-90b4174a44da
session_key: ec2bf99b-1ba5-4b93-ad57-85262114a2dc
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T22:23:23.299Z
reasoning:
  Memories provided some useful context about the embedding tracker system and CLI debugging approaches, but many were irrelevant to the actual work. The session was discovery-driven (identifying and fixing two new bugs), so pre-loaded memories couldn't anticipate the specific issues. No re-explanation of prior context was needed, but memories lacked details about the embedding tracker's column schema or known CLI stdin parsing edge cases. Relevant memories helped establish system context, but irrelevant ones (marketing voice, animation callbacks, event structures) added noise.

continuity_reasoning:
  Memories provided some useful context about the embedding tracker system and CLI debugging approaches, but many were irrelevant to the actual work. The session was discovery-driven (identifying and fixing two new bugs), so pre-loaded memories couldn't anticipate the specific issues. No re-explanation of prior context was needed, but memories lacked details about the embedding tracker's column schema or known CLI stdin parsing edge cases. Relevant memories helped establish system context, but irrelevant ones (marketing voice, animation callbacks, event structures) added noise.


id: 7089a288-e321-4305-9b19-782c7eec488e
session_key: 8fd680bc-fcc7-4b88-adc3-4e7ae7515f3f
project: /home/nicholai
harness: claude-code
created_at: 2026-03-01T22:56:34.297Z
reasoning:
  No memories were injected despite working on OpenClaw (an active project in pre-loaded context). The session introduced entirely novel context (gateway controlUi.allowedOrigins fix) that required no re-explanation. User didn't have to repeat prior context, but the memory system missed an opportunity to surface relevant OpenClaw project details that could have provided context. The new information should be persisted.

continuity_reasoning:
  No memories were injected despite working on OpenClaw (an active project in pre-loaded context). The session introduced entirely novel context (gateway controlUi.allowedOrigins fix) that required no re-explanation. User didn't have to repeat prior context, but the memory system missed an opportunity to surface relevant OpenClaw project details that could have provided context. The new information should be persisted.


id: fdd71b6c-2669-4f12-8bbb-8d2a781900c3
session_key: 822a7a89-f9ca-42f0-a742-c1d077a633d5
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-01T23:04:27.753Z
reasoning:
  Session was a straightforward metrics query (count lines of code in monorepo) that required no prior context. All 14 pre-loaded memories were irrelevant—they covered embedding trackers, OpenClaw integration, marketing strategy, animation callbacks, and prompt recording. None applied to a simple codebase metrics task. The low score reflects that memories provided zero value, though this didn't harm the session since the task was self-contained and trivial.

continuity_reasoning:
  Session was a straightforward metrics query (count lines of code in monorepo) that required no prior context. All 14 pre-loaded memories were irrelevant—they covered embedding trackers, OpenClaw integration, marketing strategy, animation callbacks, and prompt recording. None applied to a simple codebase metrics task. The low score reflects that memories provided zero value, though this didn't harm the session since the task was self-contained and trivial.


id: a09567ef-9c0f-49aa-9100-c201f1ca4566
session_key: 8587f813-bb56-4b63-93d9-e62debe2d448
project: /home/nicholai/signet/signetai/web
harness: claude-code
created_at: 2026-03-01T23:29:08.952Z
reasoning:
  Memory injection had a significant false-positive problem: 10 of 18 memories were OpenClaw-related (systemd service, gateway crashes, security configs) despite the session being entirely about Signet marketing website SEO/AEO work. The 7 relevant memories (project location, Astro stack, working directory) correctly oriented the session and prevented re-explanation, but represented 39% accuracy. The recall system conflated two separate project contexts. User didn't need to re-explain anything, suggesting good baseline project familiarity, but the noise diluted signal-to-noise ratio significantly.

continuity_reasoning:
  Memory injection had a significant false-positive problem: 10 of 18 memories were OpenClaw-related (systemd service, gateway crashes, security configs) despite the session being entirely about Signet marketing website SEO/AEO work. The 7 relevant memories (project location, Astro stack, working directory) correctly oriented the session and prevented re-explanation, but represented 39% accuracy. The recall system conflated two separate project contexts. User didn't need to re-explain anything, suggesting good baseline project familiarity, but the noise diluted signal-to-noise ratio significantly.


id: 420de31f-d020-4385-8604-ff56e1e9b953
session_key: 11ae20fc-f1af-4a79-a2b1-0767cd328bb6
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-02T04:59:38.311Z
reasoning:
  This was a startup hook event with zero substantive work or user interaction. No memories were actually needed or referenced because no coding happened. The monorepo location memories would be relevant IF work had continued in the session, but since nothing occurred, they went unused. The score reflects 'memories were prepared correctly for the context but untested' rather than 'memories successfully aided work.'

continuity_reasoning:
  This was a startup hook event with zero substantive work or user interaction. No memories were actually needed or referenced because no coding happened. The monorepo location memories would be relevant IF work had continued in the session, but since nothing occurred, they went unused. The score reflects 'memories were prepared correctly for the context but untested' rather than 'memories successfully aided work.'


id: ac10eaee-7518-40ca-965e-73796c23f488
session_key: 99ab411c-6b73-4843-b1a0-a438c3716ec7
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-02T05:10:46.903Z
reasoning:
  Pre-loaded memories primarily confirmed project location and branch context, which were helpful for orientation but already covered in CLAUDE.md. However, the session was task-specific (docs-audit team, expanding specific documentation files) and memories contained zero task context, zero information about the scheduler/connectors architecture being documented, and zero guidance on the docs-audit team's ongoing work. Multiple injected memories were completely irrelevant (gateway crash fix, AEO marketing features, landing page skill). The agent had to discover file structure and documentation requirements entirely from exploration and task briefing with no memory support.

continuity_reasoning:
  Pre-loaded memories primarily confirmed project location and branch context, which were helpful for orientation but already covered in CLAUDE.md. However, the session was task-specific (docs-audit team, expanding specific documentation files) and memories contained zero task context, zero information about the scheduler/connectors architecture being documented, and zero guidance on the docs-audit team's ongoing work. Multiple injected memories were completely irrelevant (gateway crash fix, AEO marketing features, landing page skill). The agent had to discover file structure and documentation requirements entirely from exploration and task briefing with no memory support.


id: b9cf04fb-675f-4ab6-90bb-19faa30cbcd7
session_key: 90cd7f26-947a-488c-a81b-a9a202edd521
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-02T05:11:30.967Z
reasoning:
  Pre-loaded memories heavily confirmed project location (6+ duplicative entries) but provided minimal value for the actual task. Agent needed to discover docs structure, API endpoints, and file relationships from scratch. Task context (docs-audit team, agent-a assignment, specific docs needing updates) was entirely absent from memory. Most helpful memories were location/context confirmations (0.67-0.71 scores); several memories were irrelevant (AEO acronym, OpenClaw gateway, astro-portfolio-site skill).

continuity_reasoning:
  Pre-loaded memories heavily confirmed project location (6+ duplicative entries) but provided minimal value for the actual task. Agent needed to discover docs structure, API endpoints, and file relationships from scratch. Task context (docs-audit team, agent-a assignment, specific docs needing updates) was entirely absent from memory. Most helpful memories were location/context confirmations (0.67-0.71 scores); several memories were irrelevant (AEO acronym, OpenClaw gateway, astro-portfolio-site skill).


id: e1efe707-7b4b-48f2-a08b-11146235fbdd
session_key: 14fbd431-d742-41cc-b867-98f15a5ee93f
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-02T05:12:21.273Z
reasoning:
  Pre-loaded memories provided solid location/project grounding (confirming signetai monorepo at /home/nicholai/signet/signetai), which helped orient the agent. However, memories were heavily duplicated (~5 memories essentially repeating project location) and completely lacked domain knowledge about pipeline architecture, configuration types, or documentation structure—the core substance of the documentation audit task. Agent had to discover pipeline stages and config types through direct investigation rather than drawing on prior knowledge. Useful for 'where' context, weak on 'what' and 'why'.

continuity_reasoning:
  Pre-loaded memories provided solid location/project grounding (confirming signetai monorepo at /home/nicholai/signet/signetai), which helped orient the agent. However, memories were heavily duplicated (~5 memories essentially repeating project location) and completely lacked domain knowledge about pipeline architecture, configuration types, or documentation structure—the core substance of the documentation audit task. Agent had to discover pipeline stages and config types through direct investigation rather than drawing on prior knowledge. Useful for 'where' context, weak on 'what' and 'why'.


id: 9e296343-b873-4cb7-bbfc-9f03d0e452cc
session_key: f3564f5a-680b-448f-b2b3-4e5f4ca539df
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-02T05:13:04.588Z
reasoning:
  Memories confirmed basic session context (location, branch) redundantly but missed critical task-specific knowledge. Seven memories all stated the same fact about signetai's location. Heavy irrelevant content (AEO, OpenClaw, marketing website blog infrastructure) padded the injected set. Agent successfully contextualized without re-explanation, but memories provided little value for the actual documentation/release workflow analysis task. Score reflects adequate foundational awareness but poor signal-to-noise ratio and missing domain knowledge.

continuity_reasoning:
  Memories confirmed basic session context (location, branch) redundantly but missed critical task-specific knowledge. Seven memories all stated the same fact about signetai's location. Heavy irrelevant content (AEO, OpenClaw, marketing website blog infrastructure) padded the injected set. Agent successfully contextualized without re-explanation, but memories provided little value for the actual documentation/release workflow analysis task. Score reflects adequate foundational awareness but poor signal-to-noise ratio and missing domain knowledge.


id: 35419507-95f8-44e9-8ece-c7df9ab9e3a8
session_key: b5236c97-4a0b-41ce-ad57-2f194bceb2cd
project: /home/nicholai/signet/signetai
harness: claude-code
created_at: 2026-03-02T05:13:53.535Z
reasoning:
  Memories provided basic location context (signetai monorepo at /home/nicholai/signet/signetai) but were heavily contaminated with irrelevant content (8+ memories about OpenClaw gateway and marketing website features). The actual task—expanding documentation for SDK, HARNESSES, TRAY, and DASHBOARD—required reading source files from scratch. No architectural or component context was present in memories. Agent didn't need to re-explain because this was an agent handoff, but memories would have been more useful if they contained SDK method inventory, component architecture, or previous documentation findings.

continuity_reasoning:
  Memories provided basic location context (signetai monorepo at /home/nicholai/signet/signetai) but were heavily contaminated with irrelevant content (8+ memories about OpenClaw gateway and marketing website features). The actual task—expanding documentation for SDK, HARNESSES, TRAY, and DASHBOARD—required reading source files from scratch. No architectural or component context was present in memories. Agent didn't need to re-explain because this was an agent handoff, but memories would have been more useful if they contained SDK method inventory, component architecture, or previous documentation findings.


# scheduled_tasks

id: 51f5d597-5c2d-4282-bad1-ac9010862650
name: Find a bug and fix it
cron_expression: 0 9 * * *
harness: claude-code
working_directory: /home/nicholai/signet/signetai/
last_run_at: 2026-03-01T16:00:10.247Z
next_run_at: 2026-03-02T16:00:00.000Z
created_at: 2026-02-25T12:50:38.407Z
updated_at: 2026-03-01T16:00:10.247Z
prompt:
  Search for a bug within the codebase, go into plan more, research your plan, propose a fix for it, then create a new PR with that fix on github.


# task_runs

id: 66d4f9fa-1494-4c42-86e9-a95b2c50545b
task_id: 3d764314-ab13-4d1a-b16d-642d6152d94f
status: completed
started_at: 2026-02-23T20:36:52.509Z
completed_at: 2026-02-23T20:42:17.354Z
stdout:
  it exits 0 now. all 62 remaining diagnostics are warnings only (no errors). here's the summary:

  done. here's what happened:

  **created `biome.json`** — the project had no biome config, so `biome check .` was scanning 9700+ files including third-party references, build outputs, and generated code. the new config ignores `references/`, `**/dist/`, `**/.svelte-kit/`, `**/build/`, `web/.astro/`, `web/.wrangler/`, and `packages/signetai/dashboard/` (bundled output).

  **auto-fixed ~370 files** — formatting (spaces -> tabs in package.json files, line width), safe lint fixes (imports, unused vars, etc.)

  **manually fixed** — `useExhaustiveDependencies` bug in `packages/sdk/src/react.tsx` where the `useEffect` deps array used `opts?.limit` / `opts?.type` but the body passed the whole `opts` object. extracted to local vars for proper reactivity.

  **downgraded to warnings** — `noExplicitAny` (untyped 3d-force-graph lib), `noNonNullAssertion`, `noForEach`, `noBannedTypes`. these are style/convention issues the project tracks but shouldn't block CI.

  **result**: `bun run lint` exits 0 with 62 warnings, 0 errors.


id: 47c819d5-bc20-46de-9c09-afe0ec264eec
task_id: 51f5d597-5c2d-4282-bad1-ac9010862650
status: failed
started_at: 2026-02-26T00:00:13.700Z
completed_at: 2026-02-26T00:00:13.794Z
stderr:
  Error: Claude Code cannot be launched inside another Claude Code session.
  Nested sessions share runtime resources and will crash all active sessions.
  To bypass this check, unset the CLAUDECODE environment variable.


id: d25af0db-546c-4051-92c4-b01056479f78
task_id: 51f5d597-5c2d-4282-bad1-ac9010862650
status: completed
started_at: 2026-02-27T11:30:24.256Z
completed_at: 2026-02-27T11:33:59.435Z
stdout:
  The plan is straightforward — 6 SQL queries across 2 files that are missing `is_deleted = 0` filters, causing soft-deleted memories to leak through search results. Ready to implement when you approve.


id: 438c2d0b-bec4-4c97-bef5-bc30bbfe9d90
task_id: 51f5d597-5c2d-4282-bad1-ac9010862650
status: completed
started_at: 2026-03-01T16:00:10.247Z
completed_at: 2026-03-01T16:08:23.949Z
stdout:
  The bug is straightforward: in `daemon.ts`, both `scheduleAutoCommit` and `scheduleSyncHarnessConfigs` set a boolean mutex flag (`commitPending` / `syncPending`) before their async work but only reset it on the happy path. If the async operation throws, the flag stays `true` forever, permanently blocking all future auto-commits or harness syncs until the daemon restarts.

  The fix is two try/finally blocks — matching the pattern already used by `gitSync()` in the same file.


# session_checkpoints

id: 86b388fd-1797-4cb2-b2af-c8e0e4d0e318
session_key: agent:main:discord:channel:1464591874013794518
harness: openclaw
trigger: session_end
created_at: 2026-03-01T11:56:49.958Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477635683874242570",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #mr-claude channel id:1464591874013794518",

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477635683874242570 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477635683874242570 sender_id 212290903174283264 conversation_label"]


id: 13e718b4-dd13-4960-aa8b-bf4f946601b4
session_key: agent:main:discord:channel:1464591874013794518
harness: openclaw
trigger: session_end
created_at: 2026-03-01T11:57:01.859Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477635745153024000",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #mr-claude channel id:1464591874013794518",

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477635745153024000 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477635745153024000 sender_id 212290903174283264 conversation_label"]


id: f0d09c0d-f20c-43c6-8527-870828f3e180
session_key: agent:main:discord:channel:1464591874013794518
harness: openclaw
trigger: session_end
created_at: 2026-03-01T11:57:22.585Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477635839138992291",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #mr-claude channel id:1464591874013794518",

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477635839138992291 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477635839138992291 sender_id 212290903174283264 conversation_label"]


id: 2a1f9345-ee31-4984-a0fb-75aee38b9d48
session_key: agent:main:discord:channel:1464591874013794518
harness: openclaw
trigger: session_end
created_at: 2026-03-01T11:59:57.514Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477636448101466264",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #mr-claude channel id:1464591874013794518",

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477636448101466264 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477636448101466264 sender_id 212290903174283264 conversation_label"]


id: 82e74eff-55d3-491c-97bd-7eda8ec13a58
session_key: agent:main:discord:channel:1464591874013794518
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:02:03.426Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477636862511284287",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #mr-claude channel id:1464591874013794518",

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477636862511284287 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477636862511284287 sender_id 212290903174283264 conversation_label"]


id: a4e397c7-a67c-44af-a971-791639da9878
session_key: agent:main:discord:channel:1464591874013794518
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:02:54.602Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477637098210201763",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #mr-claude channel id:1464591874013794518",

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477637098210201763 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477637098210201763 sender_id 212290903174283264 conversation_label"]


id: 0840bb37-f7e3-4948-b795-18aa3047a438
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:06:34.719Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477638120315813982",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477638120315813982 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477638120315813982 sender_id 212290903174283264 conversation_label"]


id: d5f4d3c5-3b53-477b-a170-3e3eeb7f1caa
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
memory_queries: ["media attached home nicholai openclaw media inbound 463ce1a1 160e 45f3"]
created_at: 2026-03-01T12:17:27.928Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - [media attached: /home/nicholai/.openclaw/media/inbound/463ce1a1-160e-45f3-9afe-a98d10669381.txt (text/plain) | /home/nicholai/.openclaw/media/inbound/463ce1a1-160e-45f3-9afe-a98d10669381.txt]
  To send

  ### Memory Activity
  Queries: media attached home nicholai openclaw media inbound 463ce1a1 160e 45f3


id: 4ef0f18d-b2ad-4582-9360-e4b082b4e1e2
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:19:55.536Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 1m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477641139094950030",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477641139094950030 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477641139094950030 sender_id 212290903174283264 conversation_label"]


id: c294b924-158a-4029-9c60-220d5d9d0c81
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:20:24.933Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477641619326107781",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477641619326107781 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477641619326107781 sender_id 212290903174283264 conversation_label"]


id: 6eb22ea3-dde3-4602-ba97-96e513734f97
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:21:36.325Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477641749840007289",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477641749840007289 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477641749840007289 sender_id 212290903174283264 conversation_label"]


id: ad9b67b5-6af6-481c-80c7-9b319cf438bf
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
memory_queries: ["queued messages while agent was busy queued conversation info untrusted"]
created_at: 2026-03-01T12:21:42.162Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - [Queued messages while agent was busy]

  ---
  Queued #1
  Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477641935463387166",
    "sender_id": "212290903174283264",
    "conversation_labe

  ### Memory Activity
  Queries: queued messages while agent was busy queued conversation info untrusted


id: 604bac45-b239-4dcb-bcb4-765937a53589
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:22:48.869Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477642223301693502",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477642223301693502 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477642223301693502 sender_id 212290903174283264 conversation_label"]


id: c433fcc9-90e0-47e9-a9e5-4826c702a277
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:25:21.696Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 1m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477642605482344569",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477642605482344569 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477642605482344569 sender_id 212290903174283264 conversation_label"]


id: ffaa73a6-2664-4aa9-ada1-b7332b6712b8
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:25:38.897Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477642916527870024",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477642916527870024 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477642916527870024 sender_id 212290903174283264 conversation_label"]


id: 2a5ece0c-c615-4948-b85a-242d836e47e4
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:26:18.039Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477643108996087949",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477643108996087949 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477643108996087949 sender_id 212290903174283264 conversation_label"]


id: 52365bbe-a393-4d14-811c-b0c6e43a92a5
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:26:42.190Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477643197386850416",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477643197386850416 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477643197386850416 sender_id 212290903174283264 conversation_label"]


id: 966e98f2-7d26-4edd-ab35-61a40704f6b8
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:28:03.021Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477643510617473107",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477643510617473107 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477643510617473107 sender_id 212290903174283264 conversation_label"]


id: d9cdc2c8-cf6c-4c38-bd58-37e33cc5f0c0
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:28:18.794Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477643625101000724",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477643625101000724 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477643625101000724 sender_id 212290903174283264 conversation_label"]


id: 464b8d8e-38ad-495a-9372-0f4c00b814df
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:32:38.207Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 2m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477644055201452073",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477644055201452073 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477644055201452073 sender_id 212290903174283264 conversation_label"]


id: 4f69cd91-d1a5-4a06-a871-8a0e33210e41
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:34:04.127Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477645015063859211",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477645015063859211 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477645015063859211 sender_id 212290903174283264 conversation_label"]


id: 2b777a4a-0334-49c4-b705-a0c16b9df1b9
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:35:14.782Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477645349446353046",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477645349446353046 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477645349446353046 sender_id 212290903174283264 conversation_label"]


id: 0623c4f1-5874-4467-9f40-5dacc59c130d
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:37:11.816Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 1m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477645611187703928",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477645611187703928 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477645611187703928 sender_id 212290903174283264 conversation_label"]


id: 362d2910-e672-4bbc-a884-1c820e64dfd4
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:37:37.668Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477645887839670333",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477645887839670333 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477645887839670333 sender_id 212290903174283264 conversation_label"]


id: a3833578-03c0-453b-9cd2-0059e5e9d9ce
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:38:34.343Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477646200386879609",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477646200386879609 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477646200386879609 sender_id 212290903174283264 conversation_label"]


id: 6d0ef100-132f-4253-a500-296648649a4b
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:39:58.355Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477646478766899370",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477646478766899370 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477646478766899370 sender_id 212290903174283264 conversation_label"]


id: c2fc2106-af87-4391-88b9-29b42c501691
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:42:22.506Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477646990442500350",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477646990442500350 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477646990442500350 sender_id 212290903174283264 conversation_label"]


id: 7044f2b5-bb4d-4cff-84a8-9c6d189f0c3d
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:44:19.179Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477647607361962004",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477647607361962004 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477647607361962004 sender_id 212290903174283264 conversation_label"]


id: 1f531fd6-0ec3-48b6-879a-bfa3dc2370d0
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:44:43.924Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477647734801567926",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477647734801567926 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477647734801567926 sender_id 212290903174283264 conversation_label"]


id: 2f65267e-bec3-40dd-9d74-76da7f73ca3c
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:46:03.989Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477648077929054362",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477648077929054362 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477648077929054362 sender_id 212290903174283264 conversation_label"]


id: 22b1862f-c9ad-4a9b-9b80-181bf6ba3094
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:46:49.153Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477648224729694399",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477648224729694399 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477648224729694399 sender_id 212290903174283264 conversation_label"]


id: 7cd02c30-49be-48c6-bb39-a04202c30fd6
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:49:50.692Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477649048730210376",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477649048730210376 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477649048730210376 sender_id 212290903174283264 conversation_label"]


id: 41c8cead-e456-40cc-9788-d863e233515d
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:50:38.141Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477649144389566514",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477649144389566514 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477649144389566514 sender_id 212290903174283264 conversation_label"]


id: 79d169c3-29e6-4e93-a9aa-addb30a0fc9e
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:51:25.330Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477649386862546967",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477649386862546967 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477649386862546967 sender_id 212290903174283264 conversation_label"]


id: d07db9e3-1a70-46ad-8fe8-945bc7447343
session_key: agent:main:main
harness: openclaw
trigger: session_end
memory_queries: ["read heartbeat exists workspace context follow strictly not infer repeat"]
created_at: 2026-03-01T12:53:50.366Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Read HEARTBEAT.md if it exists (workspace context). Follow it strictly. Do not infer or repeat old tasks from prior chats. If nothing needs attention, reply HEARTBEAT_OK.
  Current time: Sunday, March 1

  ### Memory Activity
  Queries: read heartbeat exists workspace context follow strictly not infer repeat


id: 99eaacab-2a9b-4504-8f8f-b6fb656338d2
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T12:54:22.164Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477650139232469012",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477650139232469012 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477650139232469012 sender_id 212290903174283264 conversation_label"]


id: a70b2d45-c68c-4e8d-ab25-939f1237ea83
session_key: agent:main:main
harness: openclaw
trigger: session_end
memory_queries: ["system 2026 mst gentle reminder ask nicholai has any journal"]
created_at: 2026-03-01T21:00:07.956Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - System: [2026-03-01 14:00:00 MST] gentle reminder: ask nicholai if he has any journal pages to digitize

  A scheduled reminder has been triggered. The reminder content is:

  gentle reminder: ask nichola

  ### Memory Activity
  Queries: system 2026 mst gentle reminder ask nicholai has any journal


id: 1c723ada-36d0-43a3-a7a4-7fba3fcd5a47
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:06:17.826Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477789079335735528",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477789079335735528 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477789079335735528 sender_id 212290903174283264 conversation_label"]


id: dd73f44a-4b53-4b6d-861a-6cd7f2feaad3
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
memory_queries: ["media attached home nicholai openclaw media inbound 9494a473 d291 40a2"]
created_at: 2026-03-01T22:08:38.300Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - [media attached: /home/nicholai/.openclaw/media/inbound/9494a473-d291-40a2-866b-bb6a41a4cf48.png (image/png) | /home/nicholai/.openclaw/media/inbound/9494a473-d291-40a2-866b-bb6a41a4cf48.png]
  To send

  ### Memory Activity
  Queries: media attached home nicholai openclaw media inbound 9494a473 d291 40a2


id: d01cc12b-c6b6-4d92-9a8e-43cf90028cba
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:09:48.445Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477789958449401897",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477789958449401897 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477789958449401897 sender_id 212290903174283264 conversation_label"]


id: 54933cf3-8a50-461b-ab7c-7cbca6ced370
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
memory_queries: ["media attached home nicholai openclaw media inbound 4a2c61ac 50f1 489d"]
created_at: 2026-03-01T22:11:54.698Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - [media attached: /home/nicholai/.openclaw/media/inbound/4a2c61ac-50f1-489d-b701-05ace55b8be0.png (image/png) | /home/nicholai/.openclaw/media/inbound/4a2c61ac-50f1-489d-b701-05ace55b8be0.png]
  To send

  ### Memory Activity
  Queries: media attached home nicholai openclaw media inbound 4a2c61ac 50f1 489d


id: 0d93ba26-41fe-453c-a83c-9df79c997914
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:12:12.534Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477790560927617137",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477790560927617137 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477790560927617137 sender_id 212290903174283264 conversation_label"]


id: 7187e642-4233-4201-aa9a-be946659251c
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:12:43.751Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477790694994219009",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477790694994219009 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477790694994219009 sender_id 212290903174283264 conversation_label"]


id: cbd17145-3aac-4fc2-bd76-4f49ba156845
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:15:34.897Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477791343358247022",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477791343358247022 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477791343358247022 sender_id 212290903174283264 conversation_label"]


id: cc8b176c-45f0-459f-ad5c-35978b5b12c6
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:16:42.475Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477791702218440816",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477791702218440816 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477791702218440816 sender_id 212290903174283264 conversation_label"]


id: ea3300d0-fa99-4ecf-8885-65146cbb8189
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:17:02.452Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477791789342654629",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477791789342654629 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477791789342654629 sender_id 212290903174283264 conversation_label"]


id: 9a5955c9-95a4-4d4c-aae4-dbeac134817e
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:17:17.898Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477791850697064559",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477791850697064559 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477791850697064559 sender_id 212290903174283264 conversation_label"]


id: 08a48db1-5425-4d12-bfb4-5e08abb2c967
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:18:10.789Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477792014127988737",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477792014127988737 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477792014127988737 sender_id 212290903174283264 conversation_label"]


id: 1a478ae3-43b5-4c0d-8e4f-086ab467a051
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:18:33.235Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477792160135774345",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477792160135774345 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477792160135774345 sender_id 212290903174283264 conversation_label"]


id: 6d297cfa-9904-4f5b-b332-4df641cd7025
session_key: 22a472e4-1d5f-43ba-9818-394e90ab820e
harness: claude-code
project: /home/nicholai
project_normalized: /home/nicholai
trigger: session_end
memory_queries: ["quickshell config keeps trying auto lock screen and its the","thanks buddy"]
created_at: 2026-03-01T22:46:02.960Z
digest:
  ## Session End Checkpoint
  Project: /home/nicholai
  Duration: 5m | Total Prompts: 2

  ### Recent Prompts
  - my quickshell config keeps trying to auto lock my screen and its the most annoying thing in the universe. I try to toggle it off but that changes nothing. if I don't type or touch the machine for over
  - thanks buddy

  ### Memory Activity
  Queries: quickshell config keeps trying auto lock screen and its the, thanks buddy


id: ed99a155-c1d4-4975-8bc5-1466d5d85208
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:53:11.217Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477800861035008234",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477800861035008234 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477800861035008234 sender_id 212290903174283264 conversation_label"]


id: 925ca5ff-dd47-4260-8be3-588354f9bb3f
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:53:51.638Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477800996783783936",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477800996783783936 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477800996783783936 sender_id 212290903174283264 conversation_label"]


id: 8ef88985-ac1e-47cd-9055-7da8f2389678
session_key: agent:main:discord:channel:1477637013308965042
harness: openclaw
trigger: session_end
created_at: 2026-03-01T22:54:28.321Z
digest:
  ## Session End Checkpoint
  Project: unknown
  Duration: 0m | Total Prompts: 1

  ### Recent Prompts
  - Conversation info (untrusted metadata):
  ```json
  {
    "message_id": "1477801160424296662",
    "sender_id": "212290903174283264",
    "conversation_label": "Guild #marketing-content channel id:1477637013308

  ### Memory Activity
  Queries: conversation info untrusted metadata json message_id 1477801160424296662 sender_id 212290903174283264 conversation_label

memory_queries:
  ["conversation info untrusted metadata json message_id 1477801160424296662 sender_id 212290903174283264 conversation_label"]


id: 9d3fe5d3-4000-4ca3-a910-878798801a91
session_key: 481986ef-d885-4229-90a9-961f4016b9b4
harness: claude-code
project: /home/nicholai/signet/signetai
project_normalized: /home/nicholai/signet/signetai
trigger: periodic
memory_queries: ["commit these please"]
created_at: 2026-03-02T05:18:29.411Z
digest:
  ## Session Checkpoint
  Project: /home/nicholai/signet/signetai
  Prompts: 1 | Duration: 15m

  ### Recent Prompts
  - commit these please

  ### Memory Activity Since Last Checkpoint
  Queries: commit these please


