# memory_history

id: 212fa16f-6fd3-4d29-9449-7cd550a2ad1b
memory_id: 4bd52159-f4b4-4077-8ffc-65b4cbd03eeb
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:20:11.575Z
reason:
  New fact is already covered by candidate [4], which comprehensively captures the docs-audit Task #2 including the requirement to update docs/PIPELINE.md from pipeline source files in packages/daemon/src/pipeline/

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The docs-audit task required updating docs/PIPELINE.md with information from the pipeline source code","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d19dce30-cf15-42cd-a7d9-7e8d73a5c18f
memory_id: 4bd52159-f4b4-4077-8ffc-65b4cbd03eeb
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:20:11.575Z
reason:
  Candidate [4] already captures this exact work: 'Agent B started the docs-audit task to update pipeline and configuration documentation... reviewing source files in `packages/daemon/src/pipeline/` and updating... `docs/CONFIGURATION.md`.' The new fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The docs-audit task required updating docs/CONFIGURATION.md with information from the pipeline source code","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 690b5e30-8c68-464c-91b7-0e55d1b27069
memory_id: 1b498b22-f1ed-4b27-9fb0-717f47b12bc5
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:20:38.021Z
reason:
  New fact is nearly identical to existing memory [5], which already documents Agent B globbing the pipeline directory to verify which pipeline stage modules actually exist

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Agent B performed file globbing on the pipeline directory to verify which pipeline stage modules actually exist in the codebase","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":1,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 1ce2bc44-9f33-4bdd-89cb-0c2060cbbfe1
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  New fact is already covered by candidate [5], which explicitly documents 'retention-worker.ts (retention decay)' as a confirmed pipeline stage. Candidate [4] also mentions retention-worker.ts in the list of pipeline modules. No new information to capture.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"retention-worker.ts is a pipeline stage that performs retention decay in the Signet memory pipeline","type":"semantic","confidence":0.95},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 98abc077-d11b-42c3-a62f-66fe6bc45cbb
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  Candidate [4] already documents contradiction.ts as a discovered pipeline stage performing contradiction detection. The new fact restates information already captured in the learning/survey result.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"contradiction.ts is a pipeline stage that performs contradiction detection in the Signet memory pipeline","type":"semantic","confidence":0.95},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 495a64d5-9593-4456-8933-8df2fb54d71e
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  New fact is already covered by candidate 5 (learning), which explicitly confirms 'url-fetcher.ts (URL content fetching)' during pipeline stage investigation. Candidate 3 (fact) also mentions url-fetcher.ts with additional implementation details (30s timeout, 10MB max). No new information is added.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"url-fetcher.ts is a pipeline stage that performs URL content fetching in the Signet memory pipeline","type":"semantic","confidence":0.95},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: a92ee2b2-282b-4a5a-882b-411a83892c88
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  Candidate [0b65bc4a...] already documents graph-search.ts as a pipeline stage performing knowledge graph search. This new fact is explicitly covered in the survey results.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"graph-search.ts is a pipeline stage that performs knowledge graph search in the Signet memory pipeline","type":"semantic","confidence":0.95},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 49adb1d1-df9e-4873-9fe2-94e9dd74c218
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  Existing candidate [5] (learning memory) already comprehensively documents reranker.ts as a pipeline stage performing 'search result re-ranking' as part of a full pipeline stage survey. The new fact is a subset of that existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"reranker.ts is a pipeline stage that performs search result re-ranking in the Signet memory pipeline","type":"semantic","confidence":0.95},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b0c85eb1-b5bd-4377-8f56-8699b6992275
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  Candidate [5] already comprehensively documents document-worker.ts as a discovered pipeline stage not in the original list, including the investigation context and full discovery details

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"document-worker.ts is a pipeline stage in the Signet memory pipeline that was discovered during investigation but not in the original pipeline stage list","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 30184124-6c81-43f9-a67f-85ad631724e9
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  The fact about maintenance-worker.ts being a discovered pipeline stage is already covered by existing memories. Both candidate [3] (explicit list of additional stages including maintenance-worker.ts) and candidate [5] (comprehensive learning record documenting all discovered stages) already document this discovery. No new information is added by this fact.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"maintenance-worker.ts is a pipeline stage in the Signet memory pipeline that was discovered during investigation but not in the original pipeline stage list","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: fd3a25a8-8d1e-49b5-96f2-8798af1f65e0
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  New fact is already comprehensively covered by candidate [5] (ID: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e), which explicitly lists summary-worker.ts as one of the discovered additional pipeline stages. Candidate [3] also covers this. No update needed.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"summary-worker.ts is a pipeline stage in the Signet memory pipeline that was discovered during investigation but not in the original pipeline stage list","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 33c91deb-bff1-4290-a907-b74adb6e6c10
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  The new fact about graph-transactions.ts being a discovered pipeline stage is already covered by candidate [5] (the comprehensive learning entry) and candidate [3] (the additional stages list). Both explicitly mention graph-transactions.ts as an additional pipeline stage discovered beyond the original list.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"graph-transactions.ts is a pipeline stage in the Signet memory pipeline that was discovered during investigation but not in the original pipeline stage list","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 818e07e1-3e48-4257-aa77-d80a57c596c8
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  Candidate [5] already documents this exact discovery: 'reranker-embedding.ts' is explicitly listed as an 'additional pipeline stage not originally listed' in the investigation results. New fact provides no additional context or nuance beyond what's already captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"reranker-embedding.ts is a pipeline stage in the Signet memory pipeline that was discovered during investigation but not in the original pipeline stage list","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 3e2ac295-d134-4046-a230-c0a5cfc55059
memory_id: 0b65bc4a-be55-45b2-9456-6a5fca7fc72e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:22:49.628Z
reason:
  New fact is already captured in candidates [4] and [5], which explicitly document that embedding-tracker.ts was not found in packages/daemon/src/pipeline/ and may be scaffolding or located elsewhere. No new information is added.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"embedding-tracker.ts was not found in the pipeline directory and may be scaffolding or located in a different directory structure","type":"fact","confidence":0.75},"extractionModel":"haiku","factCount":11,"entityCount":11,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 913b1450-13f3-41e1-9137-22d813732316
memory_id: 7b326ab2-21c7-4047-88eb-e37b69ac86e9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:24:16.793Z
reason:
  Candidate [5] already captures this exact task requirement: 'The task required documenting: - All pipeline stages with their purpose and interaction'. The new fact is a summary of what's already documented in that memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The task required documenting all pipeline stages with their purpose and interaction patterns","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":9,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b2dc2b49-b241-4edf-a69c-f9ffb850f0af
memory_id: 7b326ab2-21c7-4047-88eb-e37b69ac86e9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:24:16.793Z
reason:
  Candidate [5] already documents these exact configuration types (PipelineEmbeddingTrackerConfig, guardrails, continuity, telemetry, repair budgets) in the context of task scope documentation. The new fact is fully covered.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"New configuration types were introduced: PipelineEmbeddingTrackerConfig, guardrails, continuity, telemetry, and repair budgets","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":9,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 434722b9-266b-4ab4-b1d8-e3130ab7926f
memory_id: 7b326ab2-21c7-4047-88eb-e37b69ac86e9
event: updated
changed_by: pipeline-v2
metadata: {"changedFields":["content"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T05:24:16.793Z
actor_type: pipeline
old_content:
  ### Task Scope The task required documenting: - All pipeline stages with their purpose and interaction - New configuration types: PipelineEmbeddingTrackerConfig, guardrails, continuity, telemetry, repair budgets - How configuration flags (shadowMode, mutationsFrozen, graphEnabled, autonomousEnabled) interact with new config - TypeScript interface shapes for all new config keys The session was in progress at time of cutoff, with investigation phase complete and documentation updates pending.

new_content:
  Configuration flags shadowMode, mutationsFrozen, graphEnabled, and autonomousEnabled were implemented and interact with new configuration types

reason:
  New fact indicates the implementation of all four configuration flags (shadowMode, mutationsFrozen, graphEnabled, autonomousEnabled) and their interactions with new config types is complete. Candidate [4] documents this exact task scope (covering all four flags and their interactions) but was marked as pending. Update transforms it from task scope to implementation completion.


id: 2c7031d1-807f-4027-a3fe-2b095791100b
memory_id: 7b326ab2-21c7-4047-88eb-e37b69ac86e9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:24:16.794Z
reason:
  New fact indicates the implementation of all four configuration flags (shadowMode, mutationsFrozen, graphEnabled, autonomousEnabled) and their interactions with new config types is complete. Candidate [4] documents this exact task scope (covering all four flags and their interactions) but was marked as pending. Update transforms it from task scope to implementation completion.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"7b326ab2-21c7-4047-88eb-e37b69ac86e9","targetContent":"### Task Scope The task required documenting: - All pipeline stages with their purpose and interaction - New configuration types: PipelineEmbeddingTrackerConfig, guardrails, continuity, telemetry, repair budgets - How configuration flags (shadowMode, mutationsFrozen, graphEnabled, autonomousEnabled) interact with new config - TypeScript interface shapes for all new config keys The session was in progress at time of cutoff, with investigation phase complete and documentation updates pending.","confidence":0.85,"fact":{"content":"Configuration flags shadowMode, mutationsFrozen, graphEnabled, and autonomousEnabled were implemented and interact with new configuration types","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":9,"createdMemoryId":null,"updatedMemoryId":"7b326ab2-21c7-4047-88eb-e37b69ac86e9","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 14731fdd-e42a-445d-8a4f-34f1d489b7f5
memory_id: 7b326ab2-21c7-4047-88eb-e37b69ac86e9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:24:16.794Z
reason:
  Candidate 3 already documents this requirement: 'TypeScript interface shapes for all new config keys' is explicitly listed as part of the task scope. The new fact restates what's already captured in the existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"TypeScript interface shapes for all new configuration keys required documentation","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":9,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d5c310f5-83ba-426c-9afe-7f6bbb8f7f64
memory_id: 44cb1c14-91ce-4cbe-8363-882a31039750
event: deleted
changed_by: pipeline-v2
metadata: {"force":false,"ifVersion":null}
created_at: 2026-03-02T05:24:16.794Z
actor_type: pipeline
old_content:
[cell repeats an earlier one in this file: 100 characters]

reason:
  New fact (0.9 confidence) directly contradicts candidate [3] which states 'session was cut short mid-exploration around 2 minutes into investigation.' If investigation phase was completed, this memory is inaccurate and should be removed.


id: 256ca5a7-be0b-4408-ae21-d54b16c1cfd2
memory_id: 7b326ab2-21c7-4047-88eb-e37b69ac86e9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:24:16.794Z
reason:
  New fact (0.9 confidence) directly contradicts candidate [3] which states 'session was cut short mid-exploration around 2 minutes into investigation.' If investigation phase was completed, this memory is inaccurate and should be removed.

metadata:
  {"shadow":false,"proposedAction":"delete","targetMemoryId":"44cb1c14-91ce-4cbe-8363-882a31039750","targetContent":"The session was cut short mid-exploration, appearing to end around 2 minutes into the investigation.","confidence":0.85,"fact":{"content":"The investigation phase of the session was completed at the time of cutoff","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":9,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":"44cb1c14-91ce-4cbe-8363-882a31039750","dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: ff6f47f9-ea5e-4fd9-adc2-166f3035d842
memory_id: 7b326ab2-21c7-4047-88eb-e37b69ac86e9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:24:16.794Z
reason:
  Candidate [4] already contains this exact information with richer context: it explicitly documents that 'documentation updates [are] pending' for pipeline stages, configuration types, and TypeScript interfaces. The new fact is less specific and adds no new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Documentation updates for the pipeline and configuration system were pending at session end","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":9,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 63e52061-2950-486a-bffc-8db598af52a3
memory_id: 98ff7de0-7fc4-4e35-9a6b-48ceb0bf09ce
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:25:30.925Z
reason:
  Candidate [4] already documents this exact procedural requirement: CONTRIBUTING.md files should be updated with release workflow, scripts overview, and test scoping documentation. The new fact is a restatement of existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The CONTRIBUTING.md files in the signetai monorepo should document release workflow, scripts overview, and test scoping procedures","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 7c3d1369-fe1d-45ee-a6e4-15d82c249545
memory_id: 98ff7de0-7fc4-4e35-9a6b-48ceb0bf09ce
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:25:30.925Z
reason:
  New fact is already covered by candidate [1], which contains the same information (release automation in .github/workflows/release.yml) plus actionable procedural guidance (don't publish manually). No update needed.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The signetai monorepo release automation is defined in `.github/workflows/release.yml`","type":"semantic","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 8fd4e3ef-df0c-4cb2-8129-ebe551e23293
memory_id: 98ff7de0-7fc4-4e35-9a6b-48ceb0bf09ce
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:25:30.925Z
reason:
  Candidate [3] already comprehensively covers these configuration files as part of the release pipeline trigger documentation (.github/workflows/**, scripts/**, bunfig.toml are all explicitly listed). The new fact is less specific and functionally redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"Key configuration files for signetai monorepo release automation include: `.github/workflows/release.yml`, scripts directory, and bunfig.toml","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: fcebd44b-4dd6-441f-a683-a4940e250963
memory_id: 98ff7de0-7fc4-4e35-9a6b-48ceb0bf09ce
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:25:30.925Z
reason:
  Candidate [4] (ID: 98ff7de0) already documents this exact action: 'Agent E began work on Task #5...Read `.github/workflows/release.yml` to document the CI/CD release pipeline'. New fact is redundant.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Agent E examined `.github/workflows/release.yml` to understand the CI/CD release pipeline for Task #5 documentation updates","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: a166650c-45b1-4344-8b3f-8b83707d4e25
memory_id: 98ff7de0-7fc4-4e35-9a6b-48ceb0bf09ce
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:25:30.925Z
reason:
  Candidate [4] already documents that Task #5 is marked as in_progress, including specific details about Agent E's work on CONTRIBUTING.md and the release workflow documentation. The new fact is already fully covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Task #5 in the signetai monorepo documentation audit is marked as in_progress","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d47b247e-7100-44fe-bbb6-6ee2109e4636
memory_id: 2a6bdc17-15e1-49bf-a70e-9f6f7809a827
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:26:43.111Z
reason:
  New fact is already covered by candidate [2]: 'push to main and CI handles rest' directly implies the workflow is triggered on every push to main. Candidate [1] also conveys the same core information from a slightly different angle. No new or contradicting information that would warrant storage or updates.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"The release workflow is triggered on every push to the main branch","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 49e8e263-698d-4b95-98c9-4c097a50e679
memory_id: 2a6bdc17-15e1-49bf-a70e-9f6f7809a827
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:26:43.111Z
reason:
  Candidate [3] and [5] already document this exact fact. Candidate [3] directly states: 'The signetai release.yml workflow skips release commits containing 'chore: release' in the message to prevent infinite loops.' The new fact is already well-captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"The release workflow skips commits with message 'chore: release' to prevent infinite release loops","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0f9bd61f-8a89-4804-a838-3998aef45558
memory_id: 2a6bdc17-15e1-49bf-a70e-9f6f7809a827
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:26:43.111Z
reason:
  The rationale is already captured in candidate [4] (prevents infinite loops) and candidate [3] (prevents unnecessary CI/CD triggering). Both cover the core reasoning behind the skip filter—preventing recursive automation. No new information to add.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The rationale for skipping 'chore: release' commits is to prevent the automated release process from triggering itself recursively when it commits the release changes","type":"rationale","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 4e0df4b4-0c66-422c-b720-5b242c6088b0
memory_id: 2a6bdc17-15e1-49bf-a70e-9f6f7809a827
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:26:43.111Z
reason:
  Candidate [2] already captures this information with greater specificity, listing the exact files (package.json, bunfig.toml, tsconfig*.json, .github/workflows/**) that trigger the release pipeline. The new fact is a generalized version of what's already documented.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The release pipeline checks for code changes only in specified directories: packages/**, scripts/**, web/**, and configuration files before proceeding with release","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 441fdcef-9d59-403c-9b69-bc42616c04c4
memory_id: 2a6bdc17-15e1-49bf-a70e-9f6f7809a827
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:26:43.111Z
reason:
  Candidate [4] already captures this exact information: 'documentation and image changes are ignored' when the release pipeline checks for code changes. The new fact is a restatement of existing memory content.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The release workflow is skipped entirely if only documentation or image files are modified, without touching the code directories","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 678ed689-e219-4e04-8121-92b7cdede705
memory_id: d2cdaad2-d22b-4652-accd-d3e0d7077956
event: updated
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T05:28:05.483Z
actor_type: pipeline
old_content:
  The signetai release workflow follows this sequence: build → version bump (via script) → changelog generation → npm publish (multi-package) → git commit and tag creation

new_content:
  The publishing pipeline executes sequential steps: checkout → check changes → setup bun → install → build → configure git → bump version → generate changelog → npm publish → commit and tag

reason:
  New fact provides the complete, accurate pipeline sequence in correct order. Candidate [3] describes the same workflow but is incomplete (missing checkout, check changes, setup bun, install, configure git steps). This update ensures the canonical pipeline description is current and comprehensive.


id: 684eb389-b5ab-4c90-ad43-3a92edae18de
memory_id: 3548fc8a-0bdf-4726-a47f-0ff622ce549d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:05.484Z
reason:
  New fact provides the complete, accurate pipeline sequence in correct order. Candidate [3] describes the same workflow but is incomplete (missing checkout, check changes, setup bun, install, configure git steps). This update ensures the canonical pipeline description is current and comprehensive.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"d2cdaad2-d22b-4652-accd-d3e0d7077956","targetContent":"The signetai release workflow follows this sequence: build → version bump (via script) → changelog generation → npm publish (multi-package) → git commit and tag creation","confidence":0.92,"fact":{"content":"The publishing pipeline executes sequential steps: checkout → check changes → setup bun → install → build → configure git → bump version → generate changelog → npm publish → commit and tag","type":"procedural","confidence":0.85},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":"d2cdaad2-d22b-4652-accd-d3e0d7077956","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2a8fb3cb-78b3-4f7c-99ac-e08dae819688
memory_id: 5a78dace-9169-4776-9e28-743f41e52c6f
event: created
new_content: The publishing system supports multi-package publishing from a monorepo structure
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:05.484Z
reason:
  New fact about publishing system capability (multi-package from monorepo) is distinct from existing memories about monorepo tooling (Turbo, Bun, Biome) and architecture. Not covered by existing candidates.

metadata:
  {"proposedAction":"add","sourceMemoryId":"3548fc8a-0bdf-4726-a47f-0ff622ce549d","decisionConfidence":0.8,"factConfidence":0.8,"extractionModel":"haiku"}


id: 955beea4-c57c-4e44-b95c-e9ca8043a8de
memory_id: 3548fc8a-0bdf-4726-a47f-0ff622ce549d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:05.484Z
reason:
  New fact about publishing system capability (multi-package from monorepo) is distinct from existing memories about monorepo tooling (Turbo, Bun, Biome) and architecture. Not covered by existing candidates.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.8,"fact":{"content":"The publishing system supports multi-package publishing from a monorepo structure","type":"fact","confidence":0.8},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":"5a78dace-9169-4776-9e28-743f41e52c6f","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: eccd3743-f317-4232-9964-0ea1a8648cfd
memory_id: 3548fc8a-0bdf-4726-a47f-0ff622ce549d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:05.484Z
reason:
  The fact that multiple packages exist in the monorepo is already well-documented in existing memories. Candidate [1] explicitly states the monorepo uses turbo 'across multiple packages', and candidate [3] provides concrete structural data about the packages/ directory with 378 files and ~81k lines of code. The new fact adds no novel information beyond what's already captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"Multiple packages have been detected in the monorepo including packages/signetai and others","type":"fact","confidence":0.85},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0f511c32-05b9-4ae6-9a08-b45d65d22bf7
memory_id: 3548fc8a-0bdf-4726-a47f-0ff622ce549d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:05.484Z
reason:
  Candidate [5] already explicitly states 'Uses conventional commit messages to determine version bumps' as part of the publishing workflow. The new fact restates this same concept with emphasis on the automatic parsing aspect, but no new information is added.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"Conventional commit messages are parsed to automatically determine semantic version bumps during publishing","type":"procedural","confidence":0.85},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 7eae5d95-a0ab-4d38-bf38-0d2f261387eb
memory_id: 3548fc8a-0bdf-4726-a47f-0ff622ce549d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:05.484Z
reason:
  Candidate [5] already captures Bun usage in the publishing pipeline with detailed steps (setup bun → install → build → configure git → bump version → generate changelog → npm publish). New fact is subsumed by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":"5549fc8a-0bdf-4726-a47f-0ff622ce549d","targetContent":null,"confidence":0.95,"fact":{"content":"Bun is used as the package manager and build tool in the publishing pipeline","type":"fact","confidence":0.85},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 6cc606ae-00a3-486e-8b6d-23a2efb58daa
memory_id: 3548fc8a-0bdf-4726-a47f-0ff622ce549d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:05.484Z
reason:
  This fact is already well-covered by existing memories, particularly ID d2cdaad2-d22b-4652-accd-d3e0d7077956 which explicitly states the workflow sequence includes 'npm publish (multi-package)' as a core step. The new fact adds no new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"The publishing pipeline includes npm package publishing as a core step","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 62d03c1b-6e45-4b0a-8753-df9b6829904e
memory_id: 9910c9b4-0a35-4bd0-8f5e-10b31b5c7483
event: updated
new_content: A session is currently in progress to collect and analyze source files for documentation
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T05:28:57.856Z
actor_type: pipeline
old_content:
  vents concurrent releases Session in progress - source files being collected and analyzed for documentation.

reason:
  New fact is essentially identical to candidate [4], which appears corrupted ('vents concurrent releases' likely garbled text). Updating to clean up the text while preserving the core procedural note that a documentation analysis session is in progress.


id: 9711e85a-c1b9-4c0a-8942-00f8e45a38d6
memory_id: 9910c9b4-0a35-4bd0-8f5e-10b31b5c7483
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:57.857Z
reason:
  New fact is essentially identical to candidate [4], which appears corrupted ('vents concurrent releases' likely garbled text). Updating to clean up the text while preserving the core procedural note that a documentation analysis session is in progress.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"9910c9b4-0a35-4bd0-8f5e-10b31b5c7483","targetContent":"vents concurrent releases Session in progress - source files being collected and analyzed for documentation.","confidence":0.9,"fact":{"content":"A session is currently in progress to collect and analyze source files for documentation","type":"procedural","confidence":0.75},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":"9910c9b4-0a35-4bd0-8f5e-10b31b5c7483","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d15ff94e-4e33-4198-87ce-78a4c280d38d
memory_id: 9910c9b4-0a35-4bd0-8f5e-10b31b5c7483
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:57.857Z
reason:
  Candidate [5] already captures this fact: 'Session in progress - source files being collected and analyzed for documentation.' The new fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"Source files are being collected as part of an ongoing documentation analysis session","type":"procedural","confidence":0.8},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0090d499-dfc5-48dc-82af-cb63c895ce50
memory_id: 9910c9b4-0a35-4bd0-8f5e-10b31b5c7483
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:28:57.857Z
reason:
  New fact is already well-covered by existing candidates. Candidate 2 explicitly states 'source files being collected and analyzed for documentation', and candidate 5 describes the ongoing workflow of reading source files to identify methods and features for documentation updates. The new fact adds no new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.9,"fact":{"content":"Source files are being analyzed with the goal of producing documentation","type":"procedural","confidence":0.8},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: ad2b9e6c-80d7-4c40-83c4-744361a6cc0f
memory_id: 1bc3f063-4cef-43d1-a7ad-45c64d33e29e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:29:39.595Z
reason:
  New fact is already covered by existing candidate [5], which explicitly states Task #4 involves expanding surface-level documentation for signetai monorepo at /home/nicholai/signet/signetai. Also partially covered by candidate [4] with specific target files. No new information to capture.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Task #4 involves expanding surface-level documentation for the signetai monorepo located at /home/nicholai/signet/signetai","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 8c31361d-8b7e-43a7-91a0-1ccd092e7c87
memory_id: 1bc3f063-4cef-43d1-a7ad-45c64d33e29e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:29:39.595Z
reason:
  Candidate [5] (ID: 1bc3f063-4cef-43d1-a7ad-45c64d33e29e) already captures this exact fact: Agent D began work on Task #4 for signetai documentation expansion. The candidate includes additional context (path, status), making it more comprehensive than the new fact.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Agent D began work on Task #4 for signetai monorepo documentation expansion","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: a7e4f8de-4bca-4700-b911-13e57ed31b52
memory_id: 1bc3f063-4cef-43d1-a7ad-45c64d33e29e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:29:39.595Z
reason:
  Candidate #5 already captures this exact fact in more detail, including context that Task #4 is for documentation expansion of the signetai monorepo and that it was marked as in_progress. New fact adds no additional information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Task #4 status is marked as in_progress","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b1c2274b-93dc-4de8-b7a3-7c56fef1f508
memory_id: ca8bfcf9-4296-43f9-8711-d8a1bd524d66
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:30:23.491Z
reason:
  Candidate 3 (ID: c3cf0646-5e9d-47c1-8278-6f6337c291d7) already captures this fact with greater specificity, explicitly naming all four target files: docs/SDK.md, docs/HARNESSES.md, docs/TRAY.md, docs/DASHBOARD.md. The new fact adds no incremental value.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Documentation update work targets four documentation files including docs/SDK.md","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: f07a108a-1d28-488b-823f-5be56385ad86
memory_id: ca8bfcf9-4296-43f9-8711-d8a1bd524d66
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:30:23.491Z
reason:
  Candidate [3] contains identical information: docs/SDK.md requires documentation for the exact same 8 SDK methods plus React hooks and Vercel AI SDK sections. New fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"docs/SDK.md requires documentation additions for 8 SDK methods: batchForget(), batchModify(), recoverMemory(), getHistory(), getDocumentChunks(), createToken(), whoami(), and diagnostics()","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0f622b1b-4cd1-4560-87d1-de6e5f9f4fe1
memory_id: 0a43ac63-840c-4d89-b494-45b77f0ab7b2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:30:57.707Z
reason:
  Existing memory ID 0a43ac63-840c-4d89-b494-45b77f0ab7b2 already captures this exact fact: 'Also needs sections for React hooks integration and Vercel AI SDK integration patterns.' The new fact is redundant and fully covered.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"Documentation or content sections are needed for React hooks integration patterns","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: ce4fa2ab-2e47-4288-99d6-ef6fa8eb8a8e
memory_id: 0a43ac63-840c-4d89-b494-45b77f0ab7b2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:30:57.707Z
reason:
  Candidate [5] already captures this exact requirement: 'Also needs sections for React hooks integration and Vercel AI SDK integration patterns.' The new fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Documentation or content sections are needed for Vercel AI SDK integration patterns","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 998ea6d2-d015-4d80-83ab-a19f24dff910
memory_id: bdde46c6-d431-45fd-8734-b8beb631cc4a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:31:46.959Z
reason:
  Candidate 4 (ID: 9b4de3cf-2dd2-41e5-adf8-49e493eb17ae) already captures this fact with identical content: 'docs/HARNESSES.md needs OpenCode section updates covering the plugin bundle mechanism (how the opencode plugin is packaged/installed)'. The existing memory is actually more comprehensive, including config file format detection details.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"docs/HARNESSES.md requires updates to its OpenCode section to document the plugin bundle mechanism (how the opencode plugin is packaged and installed)","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 08c97bf1-f350-4391-bfdc-13e6f38a0c03
memory_id: bdde46c6-d431-45fd-8734-b8beb631cc4a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:31:46.959Z
reason:
  New fact is already covered by existing candidates [3] and [4], which both document that docs/HARNESSES.md OpenCode section requires updates for config file format detection (opencode.json, opencode.jsonc, config.json). The new fact adds no new information, just restates the same requirement with slightly different phrasing.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"docs/HARNESSES.md OpenCode section should document config file format detection logic for opencode.json, opencode.jsonc, and config.json file formats","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: bd03f96c-5e27-4197-8f47-a5601c5b654c
memory_id: bdde46c6-d431-45fd-8734-b8beb631cc4a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:31:46.959Z
reason:
  Candidate [4] already contains this exact fact: 'docs/TRAY.md (~126 lines)' along with additional context about required documentation sections. The new fact is fully covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"docs/TRAY.md is approximately 126 lines in length","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b5cbda54-1dbd-4e5f-8c73-eb47cea47808
memory_id: 5bd0e02f-84ae-4418-be89-fbe97d4a52b2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:33:12.592Z
reason:
  Candidate [4] already documents that docs/DASHBOARD.md contains ~180 lines and specifies what documentation is needed. The new fact is already captured in existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"The file docs/DASHBOARD.md currently contains approximately 180 lines","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d298edcf-b6ed-4565-ab48-e97dc939cbd9
memory_id: 5bd0e02f-84ae-4418-be89-fbe97d4a52b2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:33:12.592Z
reason:
  Candidate [5] already captures this exact requirement: 'docs/DASHBOARD.md — Currently ~180 lines. Requires additions for build instructions from source, architecture description/diagram, configuration options, and known limitations'. The new fact is a subset of what's already documented.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"docs/DASHBOARD.md requires additions for build instructions that explain how to build the project from source","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 931a0735-95d1-418d-919d-760171c80bb0
memory_id: 5bd0e02f-84ae-4418-be89-fbe97d4a52b2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:33:12.592Z
reason:
  Candidate [5] already covers this requirement comprehensively. It explicitly states DASHBOARD.md needs 'architecture description/diagram' as part of its documentation additions. The new fact about architecture description and diagram is already captured in the existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"docs/DASHBOARD.md requires additions for architecture description and architecture diagram documentation","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 56149711-cecc-4164-90c3-6bab87b1d1cb
memory_id: 5bd0e02f-84ae-4418-be89-fbe97d4a52b2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:33:12.592Z
reason:
  Candidate [5] already explicitly states 'configuration options' as a required addition to docs/DASHBOARD.md. Candidate [4] also implicitly covers this through 'CodeMirror config editor' and 'feature flags UI' documentation needs. New fact is redundant.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"docs/DASHBOARD.md requires additions for configuration options documentation","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 3314a6c0-5092-4863-b514-c0fcf8e73543
memory_id: 5bd0e02f-84ae-4418-be89-fbe97d4a52b2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:33:12.592Z
reason:
  Candidate [5] already comprehensively covers this fact, explicitly mentioning 'known limitations (especially Tauri v2 + Bun compatibility notes)' for DASHBOARD.md alongside build instructions, architecture, and configuration options

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"docs/DASHBOARD.md requires documentation of known limitations, with particular emphasis on Tauri v2 and Bun compatibility issues","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2e752ea3-f1a3-4d85-9680-21bfe134ed85
memory_id: 981ce42c-e2ed-4825-a937-c2c4d9c20e98
event: updated
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T05:33:12.592Z
actor_type: pipeline
old_content:
  Tauri v2 was chosen for the YouTube-to-Audio converter rewrite to replace customtkinter because customtkinter has fundamental rendering limitations on Linux/Wayland (transparency artifacts, font rendering issues, no rounded corners, unicode escape problems). Tauri v2 provides better cross-platform desktop compatibility with proper Wayland support.

new_content:
  Tauri v2 and Bun have known compatibility issues that warrant documented limitations in project documentation

reason:
  New fact directly complements the Tauri v2 rationale. Candidates 4 & 5 already reference Tauri v2+Bun compatibility notes as required docs. Updating candidate 3 to include both the selection rationale AND the known limitations creates a complete decision context.


id: afc01df0-3a89-4dab-9648-ac099004639f
memory_id: 5bd0e02f-84ae-4418-be89-fbe97d4a52b2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:33:12.594Z
reason:
  New fact directly complements the Tauri v2 rationale. Candidates 4 & 5 already reference Tauri v2+Bun compatibility notes as required docs. Updating candidate 3 to include both the selection rationale AND the known limitations creates a complete decision context.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"981ce42c-e2ed-4825-a937-c2c4d9c20e98","targetContent":"Tauri v2 was chosen for the YouTube-to-Audio converter rewrite to replace customtkinter because customtkinter has fundamental rendering limitations on Linux/Wayland (transparency artifacts, font rendering issues, no rounded corners, unicode escape problems). Tauri v2 provides better cross-platform desktop compatibility with proper Wayland support.","confidence":0.9,"fact":{"content":"Tauri v2 and Bun have known compatibility issues that warrant documented limitations in project documentation","type":"fact","confidence":0.85},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":"981ce42c-e2ed-4825-a937-c2c4d9c20e98","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2aa29c10-6cb0-4d4c-9237-5041c13a9029
memory_id: 48d4805b-4f17-4fa5-9e7a-f0d2d813341a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:34:41.107Z
reason:
  Candidates #4 and #5 already capture this exact requirement: documentation needed for the memory constellation view (3d-force-graph library). The new fact is already covered by existing memories, though #4 and #5 themselves appear to be near-duplicates that could be consolidated separately.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Documentation is needed for the memory constellation view component, which uses the 3d-force-graph library","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 961415b5-111a-4a60-832a-df4621e9e9f1
memory_id: 7caa1942-216d-4f89-afb7-9b242ceda64a
event: created
new_content: Documentation is needed for CodeMirror config editor integration functionality
changed_by: pipeline-v2
created_at: 2026-03-02T05:34:41.108Z
reason:
  New fact addresses CodeMirror config editor documentation needs. No existing candidates cover this specific functionality or documentation requirement. This should be tracked as a standalone procedural task.

metadata:
  {"proposedAction":"add","sourceMemoryId":"48d4805b-4f17-4fa5-9e7a-f0d2d813341a","decisionConfidence":0.95,"factConfidence":0.95,"extractionModel":"haiku"}


id: 401225ed-5701-4e96-a927-aef7f59b438b
memory_id: 48d4805b-4f17-4fa5-9e7a-f0d2d813341a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:34:41.108Z
reason:
  New fact addresses CodeMirror config editor documentation needs. No existing candidates cover this specific functionality or documentation requirement. This should be tracked as a standalone procedural task.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Documentation is needed for CodeMirror config editor integration functionality","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":"7caa1942-216d-4f89-afb7-9b242ceda64a","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: e5026b87-1605-4bf8-bdea-6175190a12db
memory_id: fb03ad94-b905-4e0c-80c5-4a0541e330b1
event: created
new_content: Documentation is needed for the feature flags UI component
changed_by: pipeline-v2
created_at: 2026-03-02T05:34:41.108Z
reason:
  New procedural note about documentation needs for a feature flags UI component. Existing memory [4] covers a design decision (no feature flags for pre-compaction), and [5] covers implemented configuration flags, but neither addresses the specific procedural task of documenting a UI component. This is a distinct work item that warrants its own memory entry.

metadata:
  {"proposedAction":"add","sourceMemoryId":"48d4805b-4f17-4fa5-9e7a-f0d2d813341a","decisionConfidence":0.9,"factConfidence":0.95,"extractionModel":"haiku"}


id: d0e1db28-2c04-45c3-9ac3-e9b8dcacc161
memory_id: 48d4805b-4f17-4fa5-9e7a-f0d2d813341a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:34:41.108Z
reason:
  New procedural note about documentation needs for a feature flags UI component. Existing memory [4] covers a design decision (no feature flags for pre-compaction), and [5] covers implemented configuration flags, but neither addresses the specific procedural task of documenting a UI component. This is a distinct work item that warrants its own memory entry.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.9,"fact":{"content":"Documentation is needed for the feature flags UI component","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":"fb03ad94-b905-4e0c-80c5-4a0541e330b1","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 49d219de-1efb-4210-902c-18a0b4b29351
memory_id: 48d4805b-4f17-4fa5-9e7a-f0d2d813341a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:34:41.108Z
reason:
  Candidate 5 explicitly lists 'UMAP projection visualization' as needing documentation in docs/DASHBOARD.md. The new fact is already captured by this existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Documentation is needed for UMAP projection visualization","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 9a464f75-3807-414d-9cbc-54d0cecf2508
memory_id: 48d4805b-4f17-4fa5-9e7a-f0d2d813341a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:34:41.108Z
reason:
  Candidate [5] already explicitly documents this exact procedure: 'Agent began reading source files in parallel: `packages/sdk/src/index.ts` to extract SDK method signatures and types.' The new fact is already captured in existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"An agent began reading source files in parallel to extract SDK method signatures and types for documentation purposes","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 397ac815-262e-4b9d-9ea9-8e8b42ccd50c
memory_id: 48d4805b-4f17-4fa5-9e7a-f0d2d813341a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:34:41.108Z
reason:
  Candidate 48d4805b already documents this exact activity: 'Agent began reading source files in parallel: `packages/sdk/src/index.ts` to extract SDK method signatures and types.' The new fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The agent is reading packages/sdk/src/index.ts to extract SDK method signatures, types, and public API surface","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c1aeb294-0fec-47da-a71f-3d3ce39cceaa
memory_id: c81759d8-1b60-4f69-92d6-b90df427f7e7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:35:27.087Z
reason:
  New fact is already comprehensively covered by existing memories [3], [4], and [5]. Memory [5] is nearly identical (## headers, code blocks, (WIP) notation). Memories [3] and [4] provide even more detailed guidance including the 'only confirmed source code' principle. Storing this would create redundancy without adding new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Documentation updates follow existing markdown style conventions with ## section headers, code blocks, and (WIP) notation for work-in-progress items","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: f7bdab57-a83d-4203-a016-0708968ae24c
memory_id: c81759d8-1b60-4f69-92d6-b90df427f7e7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:35:27.087Z
reason:
  This procedural fact is already well-covered by existing memories. Candidates 3, 4, and 5 explicitly document that ## section headers are the standard format for markdown documentation in the signetai codebase and documentation conventions. No new information to capture.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Section headers in markdown documentation use ## format","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 4b83255d-d698-498f-9313-2c9ca3bdc26c
memory_id: c81759d8-1b60-4f69-92d6-b90df427f7e7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:35:27.087Z
reason:
  New fact is already well-covered by existing candidates [3], [4], and [5], which all document the practice of marking WIP items with (WIP) notation in markdown documentation. Candidate [5] is particularly explicit about the `(WIP)` notation format.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Work-in-progress items are marked with (WIP) notation in markdown documentation","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0b546ae6-fc2f-4c07-8d0b-1b7bd52a6f56
memory_id: bc8b0f2f-dba7-42a5-80b4-b3d09ee344a5
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:36:10.226Z
reason:
  Candidate [5] already captures this exact procedural guideline as a next step: 'Agent to continue reading source files (sdk/types.ts, connector-opencode, tray, dashboard) to identify what methods and features actually exist.' The new fact is the same instruction stated more generically.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"An agent should read source files (sdk/types.ts, connector-opencode, tray, dashboard) to identify what methods and features actually exist in those modules","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":2,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2e6a7760-ec60-488b-9e6b-ce53355ac91b
memory_id: bc8b0f2f-dba7-42a5-80b4-b3d09ee344a5
event: updated
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T05:36:10.227Z
actor_type: pipeline
old_content:
  ## Next Steps Agent to continue reading source files (sdk/types.ts, connector-opencode, tray, dashboard) to identify what methods and features actually exist, then update documentation accordingly.

new_content:
  Documentation should be updated to reflect the actual methods and features identified in sdk/types.ts, connector-opencode, tray, and dashboard modules

reason:
  New fact is the logical successor to candidate [4], which stated the need to 'identify what methods and features actually exist, then update documentation accordingly.' This fact confirms that investigation is complete and the next actionable step is to update documentation based on actual implementations found in those modules.


id: 8cfc1bdb-7f82-4f22-ad77-74552cce1552
memory_id: bc8b0f2f-dba7-42a5-80b4-b3d09ee344a5
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:36:10.227Z
reason:
  New fact is the logical successor to candidate [4], which stated the need to 'identify what methods and features actually exist, then update documentation accordingly.' This fact confirms that investigation is complete and the next actionable step is to update documentation based on actual implementations found in those modules.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"bc8b0f2f-dba7-42a5-80b4-b3d09ee344a5","targetContent":"## Next Steps Agent to continue reading source files (sdk/types.ts, connector-opencode, tray, dashboard) to identify what methods and features actually exist, then update documentation accordingly.","confidence":0.85,"fact":{"content":"Documentation should be updated to reflect the actual methods and features identified in sdk/types.ts, connector-opencode, tray, and dashboard modules","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":2,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":"bc8b0f2f-dba7-42a5-80b4-b3d09ee344a5","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 395bbce3-c5c8-472d-b59e-ed95d15c63ea
memory_id: 1c096807-d971-405d-9843-d6d5837c1ef7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:45:19.712Z
reason:
  Candidate [5] already covers this exact fact: 'Nicholai provided a comprehensive plan to bring documentation in sync with the active signetai codebase (v0.14.5).' The new fact is redundant.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Nicholai provided a comprehensive documentation audit and update plan for signetai","type":"decision","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c67e3c0f-ff3d-444d-8399-f3ebdde51b60
memory_id: 1c096807-d971-405d-9843-d6d5837c1ef7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:45:19.712Z
reason:
  Fact is already covered by candidate #5 (ID: 1c096807-d971-405d-9843-d6d5837c1ef7), which explicitly documents the comprehensive plan to bring signetai documentation in sync with active codebase version v0.14.5

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The documentation audit and update plan for signetai aims to bring documentation in sync with the active codebase version v0.14.5","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 73dfc7df-2e22-4b9e-b00b-1da7aef3dd86
memory_id: 1c096807-d971-405d-9843-d6d5837c1ef7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:45:19.713Z
reason:
  Candidate #5 already references v0.14.5 as the active signetai codebase version in its content ('Documentation Audit & Update Plan for signetai... the active signetai codebase (v0.14.5)'), so this version fact is already captured

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"The active signetai codebase is at version v0.14.5","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 3fab1e92-ef1d-48f9-95ce-368806e969ca
memory_id: 3773bb20-85ba-4120-97ec-32586da89d20
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:46:29.253Z
reason:
  Candidate [5] already captures this fact in detail: 'Prior audit work identified ~40K lines of existing docs...' The new fact is redundant and already well-documented in existing memory with additional context about the documentation lag.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"A prior audit identified that existing documentation spans approximately 40,000 lines","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 93a349c7-c77a-43c0-ad75-fc8086d76a3b
memory_id: 3773bb20-85ba-4120-97ec-32586da89d20
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:46:29.254Z
reason:
  New fact is already well-covered by existing candidates [3] and [4]. Candidate [3] specifically documents ~25 unregistered API endpoints in signetai with detailed endpoint names. Candidate [4] captures the broader audit finding of ~25 API endpoints among other documentation lag. No new information or refinement needed.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The existing documentation lags behind the current implementation by approximately 25 new API endpoints that are not documented","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b62ede68-3564-4bc5-b302-f6bc60b459c0
memory_id: 3773bb20-85ba-4120-97ec-32586da89d20
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:46:29.254Z
reason:
  Candidate [4] already documents specific documentation gaps (HARNESSES.md OpenCode section, TRAY.md coverage). The new fact is a general statement about the same issue already covered in existing memories.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"The existing documentation lacks coverage of several new packages added to the codebase","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 50924c86-56d5-405b-997a-58ad8c3bf343
memory_id: 3773bb20-85ba-4120-97ec-32586da89d20
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:46:29.254Z
reason:
  This fact is already comprehensively covered by candidates [4] and [5]. Candidate [4] explicitly documents the missing pipeline stages in docs/PIPELINE.md with specific names, and candidate [5] captures the broader pattern of ~40K lines of docs lagging behind implementation including new pipeline stages. The new fact adds no new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The existing documentation lacks coverage of new pipeline stages added to the implementation","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c5b6d123-9360-4e2e-8884-202f18cc3e88
memory_id: 7b326ab2-21c7-4047-88eb-e37b69ac86e9
event: updated
new_content: The existing documentation lacks coverage of new configuration options added to the implementation
changed_by: pipeline-v2
metadata: {"changedFields":["content"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T05:46:29.254Z
actor_type: pipeline
old_content:
  Configuration flags shadowMode, mutationsFrozen, graphEnabled, and autonomousEnabled were implemented and interact with new configuration types

reason:
  New fact identifies a documentation gap for the configuration flags (shadowMode, mutationsFrozen, graphEnabled, autonomousEnabled) mentioned in candidate 2. These are complementary observations about the same implementation—the flags exist but lack documentation coverage. Merging them creates a more complete picture of the current state.


id: c97dac1b-57a3-4a3f-a3e6-4dd784b2813d
memory_id: 3773bb20-85ba-4120-97ec-32586da89d20
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:46:29.254Z
reason:
  New fact identifies a documentation gap for the configuration flags (shadowMode, mutationsFrozen, graphEnabled, autonomousEnabled) mentioned in candidate 2. These are complementary observations about the same implementation—the flags exist but lack documentation coverage. Merging them creates a more complete picture of the current state.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"7b326ab2-21c7-4047-88eb-e37b69ac86e9","targetContent":"Configuration flags shadowMode, mutationsFrozen, graphEnabled, and autonomousEnabled were implemented and interact with new configuration types","confidence":0.85,"fact":{"content":"The existing documentation lacks coverage of new configuration options added to the implementation","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":"7b326ab2-21c7-4047-88eb-e37b69ac86e9","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 8531b4f6-8b3d-43a1-a6f2-94139a7dadad
memory_id: 6bf811b5-470c-415f-939b-9458a6e03930
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:47:36.302Z
reason:
  The 5-agent parallel strategy is already comprehensively documented in candidates 4 and 5, which contain specific agent assignments (A: Core Infrastructure, B: Pipeline/Config, C: MCP/Scheduling, D: SDK/Harnesses, E: Contributing/Release). The new fact is a higher-level summary of what's already captured in detailed form.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"A 5-agent parallel strategy was designed to audit source code and update documentation without blocking concurrent work","type":"decision","confidence":0.9},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: bacc12d8-3b6e-4706-b285-164bd11cf07d
memory_id: 6bf811b5-470c-415f-939b-9458a6e03930
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:47:36.302Z
reason:
  New fact is already comprehensively covered by candidate [2], which documents Agent A's assignment to update CLAUDE.md, docs/API.md, and docs/ARCHITECTURE.md as part of Documentation Audit Task #1. Candidate [5] also references this assignment as part of the 5-agent strategy. No new information to capture.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"Agent A is responsible for updating CLAUDE.md endpoint/package tables, docs/API.md, and docs/ARCHITECTURE.md","type":"procedural","confidence":0.85},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 457961f9-bea2-4d41-bdbf-3b6058e06e89
memory_id: a0e0dfd0-1796-43e1-8450-37e58ffd8e49
event: created
new_content: Agent B is responsible for updating docs/PIPELINE.md and docs/CONFIGURATION.md
changed_by: pipeline-v2
created_at: 2026-03-02T05:47:36.302Z
reason:
  New fact describes Agent B's responsibility for updating docs/PIPELINE.md and docs/CONFIGURATION.md. No existing candidate mentions these files or Agent B's assignment. This is a distinct procedural fact about task ownership that should be stored separately.

metadata:
  {"proposedAction":"add","sourceMemoryId":"6bf811b5-470c-415f-939b-9458a6e03930","decisionConfidence":0.8,"factConfidence":0.8,"extractionModel":"haiku"}


id: 41abc3cd-6b08-4810-be86-02aba8d2a260
memory_id: 6bf811b5-470c-415f-939b-9458a6e03930
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:47:36.302Z
reason:
  New fact describes Agent B's responsibility for updating docs/PIPELINE.md and docs/CONFIGURATION.md. No existing candidate mentions these files or Agent B's assignment. This is a distinct procedural fact about task ownership that should be stored separately.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.8,"fact":{"content":"Agent B is responsible for updating docs/PIPELINE.md and docs/CONFIGURATION.md","type":"procedural","confidence":0.8},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":"a0e0dfd0-1796-43e1-8450-37e58ffd8e49","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2e6ce9ef-4470-4af1-a1a3-83f6997edb39
memory_id: 6bf811b5-470c-415f-939b-9458a6e03930
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:47:36.303Z
reason:
  Candidate 5 already captures the core rationale—the 5-agent parallel strategy is explicitly designed to 'update documentation without blocking.' The new fact restates this same principle at a higher level of abstraction without adding new information or specifics about the documentation audit plan.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.9,"fact":{"content":"The documentation audit plan uses parallel agent execution to avoid blocking other work","type":"rationale","confidence":0.85},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: cee7ce11-008a-4783-85b9-2a21bbebb25c
memory_id: 94095075-85c0-48dc-bf40-adf2b562a150
event: created
changed_by: pipeline-v2
created_at: 2026-03-02T05:48:30.632Z
new_content:
  Agent C (Features role) is responsible for expanding documentation in docs/MCP.md, docs/SCHEDULING.md, and docs/CONNECTORS.md

reason:
  New procedural fact about Agent C's documentation responsibilities (MCP.md, SCHEDULING.md, CONNECTORS.md). Existing memories cover Agent A and Agent B's assignments but not Agent C. This is a distinct team member assignment that should be stored separately to track the full documentation audit team structure.

metadata:
  {"proposedAction":"add","sourceMemoryId":"75687898-622d-43fa-8473-af116218e06c","decisionConfidence":0.75,"factConfidence":0.75,"extractionModel":"haiku"}


id: 6ea55f1f-1777-44f1-b598-50c051fb9359
memory_id: 75687898-622d-43fa-8473-af116218e06c
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:48:30.632Z
reason:
  New procedural fact about Agent C's documentation responsibilities (MCP.md, SCHEDULING.md, CONNECTORS.md). Existing memories cover Agent A and Agent B's assignments but not Agent C. This is a distinct team member assignment that should be stored separately to track the full documentation audit team structure.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.75,"fact":{"content":"Agent C (Features role) is responsible for expanding documentation in docs/MCP.md, docs/SCHEDULING.md, and docs/CONNECTORS.md","type":"procedural","confidence":0.75},"extractionModel":"haiku","factCount":3,"entityCount":6,"createdMemoryId":"94095075-85c0-48dc-bf40-adf2b562a150","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 46fb887e-bc10-4cd3-bc3f-edacbc164459
memory_id: a0e0dfd0-1796-43e1-8450-37e58ffd8e49
event: updated
old_content: Agent B is responsible for updating docs/PIPELINE.md and docs/CONFIGURATION.md
changed_by: pipeline-v2
metadata: {"changedFields":["content"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T05:48:30.632Z
actor_type: pipeline
new_content:
  Agent D (Surface role) is responsible for documentation in docs/SDK.md, docs/HARNESSES.md, docs/TRAY.md, and docs/DASHBOARD.md

reason:
  New fact complements existing Agent B assignment memory. Both are procedural role assignments and should be unified into a single agent-responsibilities memory for clarity and maintainability.


id: 08ff4aab-d912-4dd2-be48-094750f981ea
memory_id: 75687898-622d-43fa-8473-af116218e06c
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:48:30.633Z
reason:
  New fact complements existing Agent B assignment memory. Both are procedural role assignments and should be unified into a single agent-responsibilities memory for clarity and maintainability.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"a0e0dfd0-1796-43e1-8450-37e58ffd8e49","targetContent":"Agent B is responsible for updating docs/PIPELINE.md and docs/CONFIGURATION.md","confidence":0.85,"fact":{"content":"Agent D (Surface role) is responsible for documentation in docs/SDK.md, docs/HARNESSES.md, docs/TRAY.md, and docs/DASHBOARD.md","type":"procedural","confidence":0.75},"extractionModel":"haiku","factCount":3,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":"a0e0dfd0-1796-43e1-8450-37e58ffd8e49","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0067fd99-01fb-4897-acbb-138151af40fb
memory_id: 98ff7de0-7fc4-4e35-9a6b-48ceb0bf09ce
event: updated
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T05:48:30.633Z
actor_type: pipeline
old_content:
  ## Documentation Audit: Task #5 - Contributing and Release Docs Agent E began work on Task #5 to update CONTRIBUTING.md files in the signetai monorepo with release workflow, scripts overview, and test scoping documentation. The agent started by examining source files to understand the release automation: - Read `.github/workflows/release.yml` to document the CI/CD release pipeline - Planned to read scripts directory and bunfig.toml for comprehensive documentation - Task marked as in_progress

new_content:
  Agent E (Release role) is responsible for docs/CONTRIBUTING.md, root-level CONTRIBUTING.md, and release workflow documentation

reason:
  New fact provides explicit role definition for Agent E that directly complements Task #5 record. Merging clarifies that Agent E's Release role encompasses docs/CONTRIBUTING.md (both root and docs/), plus release workflow documentation—the exact scope of Task #5 work.


id: b211bc58-599a-4ead-bf32-fbf150173ad9
memory_id: 75687898-622d-43fa-8473-af116218e06c
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:48:30.633Z
reason:
  New fact provides explicit role definition for Agent E that directly complements Task #5 record. Merging clarifies that Agent E's Release role encompasses docs/CONTRIBUTING.md (both root and docs/), plus release workflow documentation—the exact scope of Task #5 work.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"98ff7de0-7fc4-4e35-9a6b-48ceb0bf09ce","targetContent":"## Documentation Audit: Task #5 - Contributing and Release Docs Agent E began work on Task #5 to update CONTRIBUTING.md files in the signetai monorepo with release workflow, scripts overview, and test scoping documentation. The agent started by examining source files to understand the release automation: - Read `.github/workflows/release.yml` to document the CI/CD release pipeline - Planned to read scripts directory and bunfig.toml for comprehensive documentation - Task marked as in_progress","confidence":0.85,"fact":{"content":"Agent E (Release role) is responsible for docs/CONTRIBUTING.md, root-level CONTRIBUTING.md, and release workflow documentation","type":"procedural","confidence":0.75},"extractionModel":"haiku","factCount":3,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":"98ff7de0-7fc4-4e35-9a6b-48ceb0bf09ce","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 66d39fb5-8b59-49af-b389-e898b7cc9cd3
memory_id: 97b10960-159e-4795-bfa5-7d427ff90600
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:49:36.034Z
reason:
  Candidate [4] already comprehensively documents the ~25 missing API endpoints across checkpoint, features, telemetry, analytics, and repair action categories. Candidate [5] also covers this in condensed form. New fact is already well-captured in existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The Signet project has approximately 25 missing API endpoints across checkpoint, feature, telemetry, analytics, and repair action categories","type":"semantic","confidence":0.85},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: a333ba44-6dd0-474e-a22e-678e3bc790c9
memory_id: 97b10960-159e-4795-bfa5-7d427ff90600
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:49:36.034Z
reason:
  Candidate [4] already documents this exact issue: 'signetai CLAUDE.md package table is missing 5 packages' with identical package list and descriptions. The new fact is redundant coverage of an existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Five packages are missing from the Signet project: opencode-plugin, tray, predictor, harness, and signet-memory-openclaw","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: df8e10e1-f684-40d8-a6fd-8f3271b16c0d
memory_id: 97b10960-159e-4795-bfa5-7d427ff90600
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:49:36.034Z
reason:
  Candidate [4] explicitly documents the 6 missing pipeline stages with specific names (retention-worker.ts, contradiction.ts, url-fetcher.ts, graph-search.ts, reranker.ts, embedding-tracker.ts) and is more detailed and actionable than the new fact. The new fact is already thoroughly covered.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.9,"fact":{"content":"The Signet project has 6 missing pipeline stages","type":"semantic","confidence":0.85},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c1413a1f-d728-49c5-a987-cda4a6ef97b0
memory_id: 97b10960-159e-4795-bfa5-7d427ff90600
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:49:36.034Z
reason:
  Existing memories [4] and [5] already document specific documentation gaps in DASHBOARD.md and SDK.md. The new general observation about 'thin and incomplete' feature documentation is already substantiated by these concrete examples. Adding a meta-level observation would be redundant without new specific gaps to track.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"The Signet project's feature documentation is thin and incomplete","type":"semantic","confidence":0.8},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: e7a91fa4-1a31-4bff-9368-4709ddf91060
memory_id: 83524b15-ae85-47e7-a75b-2014a216d8b4
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:50:13.084Z
reason:
  Candidate [5] already captures this scope boundary ("All changes confined to `docs/` and `CLAUDE.md`") with additional verification details. New fact is redundant.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Changes made during this work are confined to the `docs/` directory and `CLAUDE.md` file","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 1f81f50b-2617-4e59-aeb4-c17216325f62
memory_id: 83524b15-ae85-47e7-a75b-2014a216d8b4
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T05:50:13.084Z
reason:
  New fact is already covered by existing candidates #2 and #3, which both document verification plans using grep and typecheck tools in detail. Candidate #3 explicitly states 'Verification via grep and typecheck planned' and candidate #2 provides the specific verification checklist. No new information to capture.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Verification of changes is planned using grep and typecheck tools","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":2,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 1806d5c7-50eb-4348-abc6-38921e5456b9
memory_id: cb4dbed8-fee2-4604-aedd-bdc43b90db23
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T06:08:26.240Z
reason:
  Candidate 5 already captures this exact procedural fact—UI dialog dismissal (skills and MCP) during brief session start. New fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Upon session start, the user dismissed UI dialogs for skills and MCP features","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":2,"entityCount":1,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b43e99bc-5135-48d9-9912-1435910ad15b
memory_id: cb4dbed8-fee2-4604-aedd-bdc43b90db23
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T06:08:26.241Z
reason:
  New fact is already comprehensively covered by existing candidates. Candidate [1] directly states 'No substantive work or discussions occurred,' while candidates [3] and [5] provide more specific details about the same brief, non-productive session. No new information or refinement is offered.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"The session was very brief with no substantive work or discussion performed","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":1,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: aaa9e602-2511-4a67-86f5-db69d6e1892e
memory_id: b26c6a2f-fc42-432d-a935-05bbc54cf533
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:36:20.183Z
reason:
  Candidate [2] already contains this exact information about the transcribeWithOnnxAsr() function location at /home/nicholai/.agents/tools/meeting-notes/src/index.ts as part of the Meeting-Notes Transcription Fix session memory

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The `transcribeWithOnnxAsr()` function is located in `/home/nicholai/.agents/tools/meeting-notes/src/index.ts`","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: fbadd39d-553b-43a4-8393-7158e6188ca9
memory_id: b26c6a2f-fc42-432d-a935-05bbc54cf533
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:36:20.183Z
reason:
  Candidate [4] already captures this exact issue: the transcribeWithOnnxAsr() function attempting to import a non-existent 'onnx_asr' module. Candidate [5] provides additional session context for the same problem. New fact adds no new information beyond what's already tracked.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The `transcribeWithOnnxAsr()` function attempts to import a non-existent `onnx_asr` module, causing the import to fail","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: dea2aac1-192c-463f-aad2-2e631cad91f9
memory_id: b26c6a2f-fc42-432d-a935-05bbc54cf533
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:36:20.183Z
reason:
  New fact is already comprehensively documented in candidates [2] and [4]. Both memories already capture the exact issue: the missing 'onnx_asr' module import in transcribeWithOnnxAsr() function in meeting-notes tool, along with the solution (replace with pywhispercpp). No new information to add.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The meeting-notes tool requires fixing the `transcribeWithOnnxAsr()` function due to the failed import of the missing `onnx_asr` module","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c68175f1-b267-47dd-9a29-0679812c370f
memory_id: 3eb10f3f-c84b-4fa3-819c-0ed5ad5d40da
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:37:10.085Z
reason:
  This fact is already well-covered by existing memories. Candidate [5] explicitly states the requirement to replace ONNX with pywhispercpp, and candidate [3] confirms pywhispercpp is the replacement library. The new fact adds no new information beyond what's already captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"The transcription implementation requires replacing ONNX-based transcription with `pywhispercpp` library","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 90ca48c4-f70e-4987-8c84-9c6d3c4f7446
memory_id: 3eb10f3f-c84b-4fa3-819c-0ed5ad5d40da
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:37:10.085Z
reason:
  Candidate [3] already contains this fact with additional detail (installation path at ~/.local/share/pywhispercpp/models/). New fact is redundant and less specific.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"`pywhispercpp` is already installed on the system","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c77e8a03-a101-46a3-8b21-6b8bcd2526ee
memory_id: 3eb10f3f-c84b-4fa3-819c-0ed5ad5d40da
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:37:10.085Z
reason:
  Candidate [5] already explicitly covers this requirement: 'The function needs to: 1. Accept a WAV file path as input'. The new fact is already contained within the existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The transcription function must accept a WAV file path as input","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: ab3b9f51-a64e-465f-8e49-4534e6e7aa7d
memory_id: 3eb10f3f-c84b-4fa3-819c-0ed5ad5d40da
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:37:10.085Z
reason:
  Fact is already well-covered by candidates [2] (shows exact Model('base.en') usage with code example) and [4] (explicitly states 'Load a whisper model using Model('base.en') or equivalent'). New fact adds no new information beyond what's already captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The transcription function must load a whisper model using `Model('base.en')` constructor or equivalent from available models provided by pywhispercpp","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":4,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 9f80cb89-97c8-40bb-920e-60052e49936c
memory_id: 33ea3dde-a1ef-44eb-98bf-1dc5ed97e420
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:37:49.873Z
reason:
  This procedural fact is already comprehensively covered by existing candidates [3], [4], and [5], which detail the exact implementation: calling model.transcribe(wav_path) and extracting/joining segment.text values. Adding it would create redundancy.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The `model.transcribe(wav_path)` function processes an audio file (wav_path) and extracts text from transcription segments","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: cf74e4a9-7096-478c-b076-1988c90daff7
memory_id: 33ea3dde-a1ef-44eb-98bf-1dc5ed97e420
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:37:49.873Z
reason:
  Candidate 5 (ID: 33ea3dde...) already captures this procedural detail: it explicitly states 'Return the concatenated transcript string' after extracting text from segments returned by model.transcribe(). The new fact is redundant coverage of existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The transcribe workflow returns a concatenated transcript string combining text extracted from multiple segments","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2ef74c91-906f-498a-8ffb-e4ef0f93e0c6
memory_id: 33ea3dde-a1ef-44eb-98bf-1dc5ed97e420
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:37:49.873Z
reason:
  Candidate 5 already explicitly states 'Available whisper models are stored at `~/.local/share/pywhispercpp/models/`', which is identical to the new fact

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Whisper models for pywhispercpp are stored in the directory `~/.local/share/pywhispercpp/models/`","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 444317a0-ea38-47ef-ae12-f128c882b096
memory_id: 6e209ac7-2b2d-4608-9bdf-efb20e9e2711
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:38:56.423Z
reason:
  New fact is already well-covered by existing candidates [1] and [2], which contain the same procedural information with additional context (before committing, before publishing). New fact adds no novel information beyond existing memories.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The build process requires running the `bun run build` command","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 3bc7a3f4-2985-43e1-8957-7203940274a1
memory_id: 6e209ac7-2b2d-4608-9bdf-efb20e9e2711
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:38:56.423Z
reason:
  Candidate [5] already demonstrates the concrete usage of `openclaw system event --text '...' --mode now`, which directly shows the command and its parameters. The new fact generalizes what's already captured in that memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"OpenClaw receives notifications via the `openclaw system event` command which accepts --text and --mode parameters","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 3e0d5445-7bc2-4187-841b-0e3ca9ac60a2
memory_id: 6e209ac7-2b2d-4608-9bdf-efb20e9e2711
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:38:56.423Z
reason:
  Candidate [3] already captures that pywhispercpp is the replacement transcription library for meeting-notes. The new fact restates the same core information (that the fix involves switching to pywhispercpp) without adding new details. No storage needed.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"The meeting-notes transcription fix involves switching the implementation to use pywhispercpp","type":"semantic","confidence":0.85},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 79996e8f-cf36-4f8c-af04-3bbe614f4cbe
memory_id: 8ad7ddf3-6f2e-46f7-8c92-0b420521a7b5
event: updated
old_content: The exploration work was initiated but remains in progress.
new_content: File exploration for the current session has been completed
changed_by: pipeline-v2
metadata: {"changedFields":["content"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T07:38:56.423Z
actor_type: pipeline
reason:
  New fact directly refines candidate 3. Candidate 3 states exploration 'remains in progress' but new fact reports it is now 'completed'. Merge into single, current status: 'File exploration work was initiated and has now been completed.'


id: 018ad6b6-3b2e-44d0-a2ca-c25979ec547c
memory_id: 6e209ac7-2b2d-4608-9bdf-efb20e9e2711
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:38:56.424Z
reason:
  New fact directly refines candidate 3. Candidate 3 states exploration 'remains in progress' but new fact reports it is now 'completed'. Merge into single, current status: 'File exploration work was initiated and has now been completed.'

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"8ad7ddf3-6f2e-46f7-8c92-0b420521a7b5","targetContent":"The exploration work was initiated but remains in progress.","confidence":0.9,"fact":{"content":"File exploration for the current session has been completed","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":"8ad7ddf3-6f2e-46f7-8c92-0b420521a7b5","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: fac0d93e-c9f5-4c02-aa49-5f622010f245
memory_id: 6e209ac7-2b2d-4608-9bdf-efb20e9e2711
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:38:56.424Z
reason:
  New fact is semantically equivalent to candidate [3] ('No implementation changes were made during this session'). All three existing candidates already capture this information with varying specificity. Adding a duplicate would create redundancy.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"No code changes have been implemented yet in the current session","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 9e2e2762-bf8b-4705-acfe-a984d902852e
memory_id: b35a6b42-1819-4175-b0a0-9619d22c5085
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:50:45.108Z
reason:
  Candidate [4] already captures this exact workflow: Mr. Claude as orchestrator/PM in Discord, collaborative ideation/planning with Nicholai, delegation to code agents, and Discord thread tracking. New fact is fully covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Nicholai has established Mr. Claude as the orchestrator/PM (project manager) for Discord interactions and workflow coordination","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0007a21c-5f51-4d6c-94d9-1f94fa034301
memory_id: b35a6b42-1819-4175-b0a0-9619d22c5085
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:50:45.109Z
reason:
  Candidate [5] already comprehensively covers this workflow: Mr. Claude as orchestrator/PM, joint ideation and planning with Nicholai, implementation delegated to code agents, Discord-based visibility. New fact is a restatement of already-documented procedure.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The orchestrator workflow involves Mr. Claude and Nicholai ideating and planning together before implementation","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 855c7d76-f0ec-4a93-8efc-f9996fadf28a
memory_id: b35a6b42-1819-4175-b0a0-9619d22c5085
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:50:45.109Z
reason:
  Existing memory [5] already captures this procedural rule: 'all implementation delegated to code agents (Claude Code, Codex, etc.)'. The new fact is a restatement of established workflow.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"All implementation work in the orchestrator workflow is delegated to code agents (Claude Code, Codex, and similar agents)","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 56e54dde-1620-4ab8-8d0c-b5b4004a1088
memory_id: b35a6b42-1819-4175-b0a0-9619d22c5085
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:50:45.109Z
reason:
  Candidate [5] already comprehensively covers this fact: explicitly states 'Each task tracked in a Discord thread for visibility' as part of the established orchestrator workflow. New fact is a subset of existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Each task in the orchestrator workflow is tracked in a Discord thread for visibility and project continuity","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 5eddb6f6-0025-4a0c-8cca-8427b34c9108
memory_id: b35a6b42-1819-4175-b0a0-9619d22c5085
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:50:45.109Z
reason:
  Candidate [5] already comprehensively covers this exact workflow: Mr. Claude as PM/orchestrator, collaborative planning, delegated implementation, Discord thread tracking, and established as ongoing process. New fact is a restatement with no additional information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"The orchestrator workflow (Mr. Claude as PM, collaborative planning, delegated implementation, Discord thread tracking) is the established ongoing process for all future work","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: beaa73e4-87b9-4476-aecc-55a9417c0fb9
memory_id: 181ab128-58dc-4db5-bc0d-3e8635641181
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:52:24.880Z
reason:
  Candidate [5] already documents PR #63 being merged on the feat/embedding-refresh-tracker branch, which implicitly covers that it implements the embedding-refresh-tracker feature. The new fact doesn't add new information beyond what's already captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"PR #63 in the signetai monorepo implements the embedding-refresh-tracker feature","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: acc8275b-767d-4808-ac9c-874102f753f4
memory_id: 181ab128-58dc-4db5-bc0d-3e8635641181
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:52:24.880Z
reason:
  Candidate [5] already documents that feat/embedding-refresh-tracker had merge conflicts that prevented PR #63 from being merged, then were resolved, moving the PR from CONFLICTING → MERGEABLE state before merging. The new fact adds no incremental information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The feat/embedding-refresh-tracker branch in the signetai monorepo had merge conflicts that initially prevented PR #63 from being merged","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: f762ad1a-090b-4446-ab9a-6fef7b1164ad
memory_id: 181ab128-58dc-4db5-bc0d-3e8635641181
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:52:24.880Z
reason:
  Candidate [5] already comprehensively covers this event: it documents the agent spawn, the specific commit (3c0a452), the PR state transition, and the final merge completion. The new fact is a subset of existing memory with less detail.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"A Claude Code agent was spawned to automatically resolve merge conflicts on the feat/embedding-refresh-tracker branch","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 62728f5c-327d-4338-b5a5-7406c9644022
memory_id: 181ab128-58dc-4db5-bc0d-3e8635641181
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:52:24.880Z
reason:
  Candidate [5] already comprehensively documents this event: 'Spawned Claude Code agent to fix conflicts, it committed `3c0a452` and pushed'. The new fact is a subset of existing memory that includes the commit ID, agent action, and final outcome (PR merged).

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The Claude Code agent resolved conflicts by creating commit 3c0a452 and pushing it to the feat/embedding-refresh-tracker branch","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 7238b964-7cdf-4029-ab62-1426d8cf5ebd
memory_id: 11b664eb-807e-45c1-81f1-f91a788ec448
event: created
new_content: PR #63 transitioned from CONFLICTING status to MERGEABLE (CLEAN) status after conflict resolution
changed_by: pipeline-v2
created_at: 2026-03-02T07:52:24.881Z
reason:
  New fact is a specific technical achievement (PR #63 conflict resolution) with no match in existing candidates, which focus on session state, communication clarity, and project phase. This deserves independent storage as a concrete project milestone.

metadata:
  {"proposedAction":"add","sourceMemoryId":"181ab128-58dc-4db5-bc0d-3e8635641181","decisionConfidence":0.95,"factConfidence":0.95,"extractionModel":"haiku"}


id: 43b7004c-9ad0-4e82-97e9-797135d88aa2
memory_id: 181ab128-58dc-4db5-bc0d-3e8635641181
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:52:24.881Z
reason:
  New fact is a specific technical achievement (PR #63 conflict resolution) with no match in existing candidates, which focus on session state, communication clarity, and project phase. This deserves independent storage as a concrete project milestone.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"PR #63 transitioned from CONFLICTING status to MERGEABLE (CLEAN) status after conflict resolution","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":"11b664eb-807e-45c1-81f1-f91a788ec448","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 4d3e01c0-4c64-493c-92fb-741f36dfa0ab
memory_id: 181ab128-58dc-4db5-bc0d-3e8635641181
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:52:24.882Z
reason:
  Candidate [5] already documents PR #63 merge with details about merge conflict resolution and Nicholai merging it. New fact adds no new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"Nicholai merged PR #63 in the signetai monorepo after merge conflicts were resolved","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b0e5bd89-08c1-4038-806b-1cfd8440b835
memory_id: 3fa0f61f-06b0-4298-a47b-70e42510085e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:53:14.513Z
reason:
  New fact is already covered by candidate [3] which documents the exact same Signet category creation (guild 1458978988306337966, category ID 1477636902483001494) with full context including access restrictions and child channels

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.99,"fact":{"content":"A private Discord category named 'Signet' was created on guild 1458978988306337966 with category ID 1477636902483001494","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 25013415-00d6-42dc-a0cb-a6b903e6a51a
memory_id: 3fa0f61f-06b0-4298-a47b-70e42510085e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:53:14.513Z
reason:
  Existing candidate [2] already contains this exact fact: 'Only accessible to Nicholai (212290903174283264) and bot (1463409080466145313)'. New fact is redundant with established memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The Signet Discord category is only accessible to Nicholai (user ID 212290903174283264) and a bot (user ID 1463409080466145313)","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: aa519afc-e238-40bb-bc69-5b42cc842ef2
memory_id: 3fa0f61f-06b0-4298-a47b-70e42510085e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:53:14.513Z
reason:
  Existing candidate 5 already documents the Signet Discord category with three named channels (#marketing-content, and others). The new fact is subsumed by this more detailed existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.9,"fact":{"content":"The Signet Discord category contains at least three channels","type":"fact","confidence":0.85},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d3a442e6-4e7e-4747-8ad9-affc0b6d6219
memory_id: 3fa0f61f-06b0-4298-a47b-70e42510085e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:53:14.513Z
reason:
  Candidate [5] already contains this exact information: Discord channel #marketing-content (ID 1477637013308965042) is explicitly listed as part of the Signet category for content pipeline purposes. New fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"A Discord channel named #marketing-content (ID 1477637013308965042) exists in the Signet category and is used for content pipeline purposes","type":"fact","confidence":0.75},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 5bf3b924-60ef-4b43-8e8c-4b68bdee9343
memory_id: d45ef766-9432-4379-b74c-79459ad28cd0
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:54:34.919Z
reason:
  This information is already captured in candidates [4] and [5], which document the Discord Signet channels created, including #bugs-technical-debt (1477637015389601842) and listing its contents (better-sqlite3, auto-updates, sync migrations, etc.). The new fact adds no additional detail.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"#bugs-technical-debt is a Discord channel (ID: 1477637015389601842) used for tracking technical debt items","type":"fact","confidence":0.8},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: a331359c-6d05-4d84-b7cd-2dcb383e396d
memory_id: d45ef766-9432-4379-b74c-79459ad28cd0
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:54:34.919Z
reason:
  Candidate 4 and 5 both already document #product-growth (ID: 1477637017369182452) with its purpose (product growth initiatives). New fact adds no new information beyond what's already captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"#product-growth is a Discord channel (ID: 1477637017369182452) used for tracking product growth initiatives","type":"fact","confidence":0.8},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 3d74efff-8de1-434e-8816-55636cda4935
memory_id: d45ef766-9432-4379-b74c-79459ad28cd0
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:54:34.919Z
reason:
  Candidate [5] already captures these exact technical debt items (better-sqlite3, auto-updates, sync migrations, dashboard version) in the #bugs-technical-debt tracking section

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":"d45ef766-9432-4379-b74c-79459ad28cd0","targetContent":"lines, blog/reddit/x/youtube - #bugs-technical-debt (1477637015389601842) - better-sqlite3, auto-updates, sync migrations, dashboard version - #product-growth (1477637017369182452) - waitlist/D1, phone collection, X handle, discord scaffold, openclaw multi-agent - All three seeded with task brea","confidence":0.88,"fact":{"content":"Technical debt tracking includes items: better-sqlite3, auto-updates, sync migrations, and dashboard version management","type":"fact","confidence":0.75},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: fd43bffa-d50e-459e-b059-a300a1ac76e6
memory_id: d45ef766-9432-4379-b74c-79459ad28cd0
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:54:34.919Z
reason:
  Candidate [4] already captures this exact information under the #product-growth section: 'waitlist/D1, phone collection, X handle, discord scaffold, openclaw multi-agent'. The new fact is a rephrasing of content already in memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Product growth tracking includes: waitlist functionality, D1 database integration, phone number collection, X handle integration, Discord scaffold, and openclaw multi-agent support","type":"fact","confidence":0.75},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: bb926573-ca1f-4d3b-8411-febbcb37145a
memory_id: aa3ed082-98b0-40d5-a60b-e79009740e9f
event: updated
new_content: The project integrates with Cloudflare D1 for database functionality
changed_by: pipeline-v2
metadata: {"changedFields":["content"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T07:54:34.919Z
actor_type: pipeline
old_content:
  ## Session Notes The session appears focused on project initialization and infrastructure setup. The presence of CLAUDE.md suggests integration with Claude Code tooling. The addition of MCP server, database layer, and shadcn-ui components indicates the project is a full-stack application with local-first data handling and modern UI patterns.

reason:
  New fact specifies the database technology (Cloudflare D1) for the existing memory about 'database layer'. This refines the session notes with concrete technical detail about the project's infrastructure.


id: 51386fec-81a8-4645-aeb2-0398d81276b2
memory_id: d45ef766-9432-4379-b74c-79459ad28cd0
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:54:34.920Z
reason:
  New fact specifies the database technology (Cloudflare D1) for the existing memory about 'database layer'. This refines the session notes with concrete technical detail about the project's infrastructure.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"aa3ed082-98b0-40d5-a60b-e79009740e9f","targetContent":"## Session Notes The session appears focused on project initialization and infrastructure setup. The presence of CLAUDE.md suggests integration with Claude Code tooling. The addition of MCP server, database layer, and shadcn-ui components indicates the project is a full-stack application with local-first data handling and modern UI patterns.","confidence":0.8,"fact":{"content":"The project integrates with Cloudflare D1 for database functionality","type":"fact","confidence":0.7},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":"aa3ed082-98b0-40d5-a60b-e79009740e9f","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 77fc6c24-2092-41b5-a66a-4441f42ce154
memory_id: d45ef766-9432-4379-b74c-79459ad28cd0
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:54:34.920Z
reason:
  Candidate [2] already documents that better-sqlite3 is used as a fallback in db-universal.ts with architectural context. The new fact adds no additional information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.9,"fact":{"content":"The project uses better-sqlite3 library for database operations","type":"fact","confidence":0.7},"extractionModel":"haiku","factCount":6,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d60e817b-ebc8-4a1d-939d-f4f21be08cec
memory_id: 2ae7bce4-6597-44bf-92fd-1de1ed8ba119
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:55:24.556Z
reason:
  Candidate [3] already documents listener-mrclaude's core functionality: location at ~/.agents/tools/meeting-notes/, auto-joining voice channels when both Nicholai and Jake are present. New fact restates this existing information without adding meaningful new details.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"listener-mrclaude is a Discord bot located at ~/.agents/tools/meeting-notes/ that automatically joins voice channels when both Nicholai and Jake are present in the same VC","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: bc5cc11b-6353-41e9-b1be-23413dbc28b2
memory_id: 2ae7bce4-6597-44bf-92fd-1de1ed8ba119
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:55:24.556Z
reason:
  Candidate [5] already documents listener-mrclaude as 'Records audio per-user, transcribes, saves JSON transcripts'. New fact adds no additional information beyond what is already captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"listener-mrclaude records audio on a per-user basis from voice channel participants","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c7400f65-42e4-4285-8c65-d327f4185fe8
memory_id: 2ae7bce4-6597-44bf-92fd-1de1ed8ba119
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:55:24.556Z
reason:
  Candidate #5 (2ae7bce4-6597-44bf-92fd-1de1ed8ba119) already documents listener-mrclaude as saving JSON transcripts to ~/.agents/meeting-transcripts/. New fact restates existing information without adding new details.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"listener-mrclaude transcribes recorded audio and saves the transcripts as JSON files to ~/.agents/meeting-transcripts/","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 6185a7f4-0a91-418b-b281-ec4474210d6d
memory_id: 2ae7bce4-6597-44bf-92fd-1de1ed8ba119
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:55:24.556Z
reason:
  Candidate 3 already documents the listener-mrclaude meeting-notes bot and explicitly notes 'Was broken: transcribeWithOnnxAsr()'. The new fact is already captured, just with marginally more detail about the nature of the breakage.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":"2ae7bce4-6597-44bf-92fd-1de1ed8ba119","targetContent":"## Meeting Notes Bot (listener-mrclaude) - Location: ~/.agents/tools/meeting-notes/ - Discord bot that joins voice when target users (Nicholai + Jake) are both in VC - Records audio per-user, transcribes, saves JSON transcripts to ~/.agents/meeting-transcripts/ - Was broken: transcribeWithOnnxAsr()","confidence":0.9,"fact":{"content":"The transcribeWithOnnxAsr() function in listener-mrclaude was broken and not functioning properly","type":"fact","confidence":0.85},"extractionModel":"haiku","factCount":4,"entityCount":6,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: ab44ec27-2874-497b-a417-9d691612e445
memory_id: fd94238d-2390-433d-aa73-b3a099ed6f1d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:56:57.421Z
reason:
  Candidate [5] already comprehensively documents this issue - the non-existent onnx_asr module reference and its resolution via pywhispercpp. New fact restates the problem without adding new information or context beyond what's already captured.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"A non-existent onnx_asr module reference was causing errors in the audio processing pipeline","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 6a176a92-9068-4293-841f-ff380c48341b
memory_id: fd94238d-2390-433d-aa73-b3a099ed6f1d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:56:57.422Z
reason:
  New fact is already comprehensively covered by candidate [5], which documents the completed fix (pywhispercpp with base.en model) along with implementation details like CPU mode forcing and audio resampling

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The onnx_asr module was replaced with pywhispercpp ASR library using the base.en pre-trained model for speech recognition","type":"decision","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 53053b87-d26e-4488-835d-8222cac35ced
memory_id: 7377ecea-ce2f-414b-9c5c-21631936af2e
event: updated
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T07:56:57.422Z
actor_type: pipeline
old_content:
  pywhispercpp is the replacement transcription library for the meeting-notes tool and is already installed on this system at ~/.local/share/pywhispercpp/models/

new_content:
  pywhispercpp is configured to run on CPU only by setting CUDA_VISIBLE_DEVICES='' to disable GPU inference

reason:
  New procedural detail about pywhispercpp configuration complements existing memory about installation. Merge to create complete setup reference: installation location + CPU-only configuration method using CUDA_VISIBLE_DEVICES.


id: a595f325-9c80-419c-886c-8ca54063d613
memory_id: fd94238d-2390-433d-aa73-b3a099ed6f1d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:56:57.422Z
reason:
  New procedural detail about pywhispercpp configuration complements existing memory about installation. Merge to create complete setup reference: installation location + CPU-only configuration method using CUDA_VISIBLE_DEVICES.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"7377ecea-ce2f-414b-9c5c-21631936af2e","targetContent":"pywhispercpp is the replacement transcription library for the meeting-notes tool and is already installed on this system at ~/.local/share/pywhispercpp/models/","confidence":0.95,"fact":{"content":"pywhispercpp is configured to run on CPU only by setting CUDA_VISIBLE_DEVICES='' to disable GPU inference","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":"7377ecea-ce2f-414b-9c5c-21631936af2e","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0bb9b846-88f2-4256-8bc1-d54bde1a50f7
memory_id: cc475b10-861a-41a6-afb0-c8714d42472f
event: updated
new_content: Audio input is resampled to 16kHz mono format to match pywhispercpp's model requirements
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T07:56:57.422Z
actor_type: pipeline
old_content:
  ## transcription details:

  - using pywhispercpp (whisper.cpp python bindings)
  - model: base.en (same as hyprwhspr)
  - venv: ~/.local/share/hyprwhspr/venv/

reason:
  Audio resampling requirement is a core technical detail of the pywhispercpp transcription setup and should be merged into the existing transcription details memory


id: 7a7c26b0-9a68-4906-9489-ab103547da94
memory_id: fd94238d-2390-433d-aa73-b3a099ed6f1d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:56:57.423Z
reason:
  Audio resampling requirement is a core technical detail of the pywhispercpp transcription setup and should be merged into the existing transcription details memory

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"cc475b10-861a-41a6-afb0-c8714d42472f","targetContent":"## transcription details:\n\n- using pywhispercpp (whisper.cpp python bindings)\n- model: base.en (same as hyprwhspr)\n- venv: ~/.local/share/hyprwhspr/venv/","confidence":0.9,"fact":{"content":"Audio input is resampled to 16kHz mono format to match pywhispercpp's model requirements","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":null,"updatedMemoryId":"cc475b10-861a-41a6-afb0-c8714d42472f","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 6df7ca77-a7b1-441d-be3a-c39fa88e97c7
memory_id: 39bdadef-949d-4c18-8bcf-9a1241f26259
event: created
new_content: The Discord bot token authenticates using the identity listener-mrclaude#3449
changed_by: pipeline-v2
created_at: 2026-03-02T07:56:57.423Z
reason:
  New specific authentication identity information. While related to candidate [2] (bot rename to mrclaude), this provides exact Discord identity/tag format ('listener-mrclaude#3449') for the token. This is actionable auth detail worth tracking separately. Lower confidence due to unusual format (listener-prefix and #discriminator seem atypical for Discord bot usernames—worth verifying if this is accurate).

metadata:
  {"proposedAction":"add","sourceMemoryId":"fd94238d-2390-433d-aa73-b3a099ed6f1d","decisionConfidence":0.75,"factConfidence":0.9,"extractionModel":"haiku"}


id: 2ed0e0bd-e751-4c95-bb81-3718fedcecc8
memory_id: fd94238d-2390-433d-aa73-b3a099ed6f1d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:56:57.423Z
reason:
  New specific authentication identity information. While related to candidate [2] (bot rename to mrclaude), this provides exact Discord identity/tag format ('listener-mrclaude#3449') for the token. This is actionable auth detail worth tracking separately. Lower confidence due to unusual format (listener-prefix and #discriminator seem atypical for Discord bot usernames—worth verifying if this is accurate).

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.75,"fact":{"content":"The Discord bot token authenticates using the identity listener-mrclaude#3449","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":"39bdadef-949d-4c18-8bcf-9a1241f26259","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 36fd2619-cfd4-4952-9703-c664b20b1b8d
memory_id: 7319bc91-1cff-420a-bd9a-a95323aba3e6
event: created
changed_by: pipeline-v2
created_at: 2026-03-02T07:56:57.423Z
new_content:
  The bot is configured to accept commands from Nicholai (Discord ID 212290903174283264) and user ID 938238002528

reason:
  New fact about bot command authentication/permissions is distinct from existing memories. Candidate 1 is social context (Jake in voice chat). Candidate 2 is channel message delivery configuration. This is about command authorization—a separate concern deserving its own memory entry.

metadata:
  {"proposedAction":"add","sourceMemoryId":"fd94238d-2390-433d-aa73-b3a099ed6f1d","decisionConfidence":0.95,"factConfidence":0.85,"extractionModel":"haiku"}


id: 402e7f53-b30a-45ef-9979-303be70d23d6
memory_id: fd94238d-2390-433d-aa73-b3a099ed6f1d
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:56:57.423Z
reason:
  New fact about bot command authentication/permissions is distinct from existing memories. Candidate 1 is social context (Jake in voice chat). Candidate 2 is channel message delivery configuration. This is about command authorization—a separate concern deserving its own memory entry.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The bot is configured to accept commands from Nicholai (Discord ID 212290903174283264) and user ID 938238002528","type":"fact","confidence":0.85},"extractionModel":"haiku","factCount":6,"entityCount":8,"createdMemoryId":"7319bc91-1cff-420a-bd9a-a95323aba3e6","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0ce229db-d5dc-49f3-aaf0-cd481ade78e8
memory_id: 2a6f6d5c-c596-42b2-9c73-89db76870af5
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:57:27.578Z
reason:
  Candidate #5 already explicitly mentions Jake (911400) needing systemd service setup for auto-start. The new fact is already covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Jake (ID 911400) has a pending task to set up a systemd service for auto-start functionality","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2aa45bb4-7b21-4e93-915f-178a99e05629
memory_id: 2a6f6d5c-c596-42b2-9c73-89db76870af5
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:57:27.579Z
reason:
  Candidate [5] already documents Jake (911400) needing verification that transcription produces output. New fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Jake (ID 911400) needs to verify that a transcription system produces output","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 1c1f822e-71a4-46c2-9c68-652d96a866e3
memory_id: 01451585-7ebc-4989-851c-ed058807905f
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:57:58.157Z
reason:
  Candidate [4] already captures this fact: 'Jake (938238002528911400) was in voice chat with Nicholai this session'. The new fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Jake (Discord ID 938238002528911400) was in a voice chat with Nicholai during the current session","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 8f39fc96-14b6-45c8-8056-e468f3c8b0bc
memory_id: a18c8aeb-61c0-4431-b326-dc0b5c99f4c7
event: created
new_content: Jake was invited to the Discord server
changed_by: pipeline-v2
created_at: 2026-03-02T07:57:58.158Z
reason:
  New fact about Jake's Discord server invitation is unrelated to any existing candidates. None of the candidates cover social/community membership information. This is a standalone fact that should be stored.

metadata:
  {"proposedAction":"add","sourceMemoryId":"01451585-7ebc-4989-851c-ed058807905f","decisionConfidence":0.95,"factConfidence":0.95,"extractionModel":"haiku"}


id: 14ff2253-b78f-49eb-9ff3-9c75cec84790
memory_id: 01451585-7ebc-4989-851c-ed058807905f
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:57:58.158Z
reason:
  New fact about Jake's Discord server invitation is unrelated to any existing candidates. None of the candidates cover social/community membership information. This is a standalone fact that should be stored.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Jake was invited to the Discord server","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":3,"createdMemoryId":"a18c8aeb-61c0-4431-b326-dc0b5c99f4c7","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c56455de-8ee0-45b9-a264-acd463081657
memory_id: 44caac8b-0cbb-46c7-ba6a-19c168dfaef2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:58:35.801Z
reason:
  Candidate [5] already captures this fact: 'Session started on zai/glm-5, Nicholai switched to anthropic/claude-opus-4-6'. The new fact is redundant with existing memory coverage.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"A session was started using the zai/glm-5 model","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 43bdc9c0-1fc8-47f1-ab79-15873ea56e52
memory_id: 44caac8b-0cbb-46c7-ba6a-19c168dfaef2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:58:35.801Z
reason:
  Candidate [5] already documents that 'Nicholai switched from zai/glm-5 to anthropic/claude-opus-4-6' plus additional context about indistinguishability. New fact is fully covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Nicholai switched from zai/glm-5 to anthropic/claude-opus-4-6 during a session","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c775e0bb-4b1b-4e29-a3a2-ff630ccaadaa
memory_id: 44caac8b-0cbb-46c7-ba6a-19c168dfaef2
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T07:58:35.801Z
reason:
  Candidate [5] already captures this exact observation: 'Nicholai couldn't tell the difference between GLM-5 and Opus in casual conversation'. The new fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"In casual conversation, Nicholai could not perceive a quality difference between zai/glm-5 and anthropic/claude-opus-4-6 models","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 03d63321-4c49-4117-9967-375906198d79
memory_id: 8eb7c3b4-44e9-4ab4-bc8c-5c681f8b4d6e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:19:10.116Z
reason:
  Existing candidate [5] already captures this exact request: 'Nicholai requested a tutorial blog post for the Signet website helping ChatGPT users transition to Claude while preserving their conversation memory.' Candidate [3] documents the broader decision to create this tutorial with SEO and backlinking strategy. New fact is redundant with existing coverage.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Nicholai requested a tutorial blog post for the Signet website addressing ChatGPT to Claude migration","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 3c18d5c5-20ea-45d9-983d-639588984913
memory_id: 8eb7c3b4-44e9-4ab4-bc8c-5c681f8b4d6e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:19:10.116Z
reason:
  Candidate [4] already captures this exact information: a blog post for Signet website helping ChatGPT users transition to Claude while preserving conversation memory. The new fact is a near-identical restatement and would be redundant.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The Signet website blog post tutorial guides ChatGPT users on migrating to Claude while preserving their conversation memory","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2fd323e5-be11-4a24-aaea-371ddd53c1c4
memory_id: 8eb7c3b4-44e9-4ab4-bc8c-5c681f8b4d6e
event: updated
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T09:19:10.116Z
actor_type: pipeline
old_content:
  ## Blog Post: ChatGPT to Claude Migration with Memory Transfer Nicholai requested a tutorial blog post for the Signet website helping ChatGPT users transition to Claude while preserving their conversation memory.

new_content:
  The blog post focuses on memory transfer as a key feature of the ChatGPT to Claude migration process

reason:
  New fact specifies that memory transfer is the KEY FOCUS of the blog post. Candidate [4] already mentions preserving conversation memory; this refines it to emphasize memory transfer as the central feature of the migration tutorial.


id: d2e051a0-c5df-4d9f-882e-380e0bfe56ad
memory_id: 8eb7c3b4-44e9-4ab4-bc8c-5c681f8b4d6e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:19:10.117Z
reason:
  New fact specifies that memory transfer is the KEY FOCUS of the blog post. Candidate [4] already mentions preserving conversation memory; this refines it to emphasize memory transfer as the central feature of the migration tutorial.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"8eb7c3b4-44e9-4ab4-bc8c-5c681f8b4d6e","targetContent":"## Blog Post: ChatGPT to Claude Migration with Memory Transfer Nicholai requested a tutorial blog post for the Signet website helping ChatGPT users transition to Claude while preserving their conversation memory.","confidence":0.85,"fact":{"content":"The blog post focuses on memory transfer as a key feature of the ChatGPT to Claude migration process","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":"8eb7c3b4-44e9-4ab4-bc8c-5c681f8b4d6e","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: bc0f1ec3-ccc1-4bd9-b959-83bb64f0cde3
memory_id: a08246d3-65d1-429d-b279-10687da6ede9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:19:53.787Z
reason:
  Existing candidate [5] already captures this exact decision with additional detail about backlinking strategy. New fact is redundant and fully subsumed by the existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":"a08246d3-65d1-429d-b279-10687da6ede9","targetContent":"The post should function as an SEO-optimized, keyword-dense guide that educates readers on how AI memory systems work while naturally backlinking to Signet, OpenClaw, and Claude Code for power users seeking deeper integration.","confidence":0.95,"fact":{"content":"The post should be SEO-optimized and keyword-dense to educate readers on how AI memory systems work","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: f6f74336-e088-4569-a897-49aea7c0c78c
memory_id: a08246d3-65d1-429d-b279-10687da6ede9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:19:53.787Z
reason:
  Candidate [4] already captures this requirement: 'naturally backlinking to Signet, OpenClaw, and Claude Code for power users seeking deeper integration.' The new fact is a restatement of existing memory without additional nuance or detail.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The post should include natural backlinks to Signet, OpenClaw, and Claude Code as resources for power users","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2e2d6fda-a367-4167-9362-548f3815c8b9
memory_id: a08246d3-65d1-429d-b279-10687da6ede9
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:19:53.787Z
reason:
  Candidate [5] already explicitly states the blog post should target 'power users seeking deeper integration' — the new fact reiterates the same audience definition without adding new information beyond what's already captured in the existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"The post's target audience is power users seeking deeper integration with AI memory systems","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 757abe38-f7eb-4533-a26f-163f6b6654bf
memory_id: 8c315e5c-3084-46c0-b552-f788d3262df8
event: created
new_content: Tutorial content should follow a standard format with genuine helpfulness and insight
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:05.073Z
reason:
  New fact is a specific procedural guideline for tutorial content format, distinct from existing candidate [5] which covers general communication style preferences. While both emphasize genuine helpfulness, the new fact addresses tutorial structure and content standards which is not covered by existing memories.

metadata:
  {"proposedAction":"add","sourceMemoryId":"f286617e-4bcb-4a89-a28f-97550539e90a","decisionConfidence":0.75,"factConfidence":0.75,"extractionModel":"haiku"}


id: 048972f5-c751-4a00-a1f6-e9f26f06774c
memory_id: f286617e-4bcb-4a89-a28f-97550539e90a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:05.073Z
reason:
  New fact is a specific procedural guideline for tutorial content format, distinct from existing candidate [5] which covers general communication style preferences. While both emphasize genuine helpfulness, the new fact addresses tutorial structure and content standards which is not covered by existing memories.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.75,"fact":{"content":"Tutorial content should follow a standard format with genuine helpfulness and insight","type":"procedural","confidence":0.75},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":"8c315e5c-3084-46c0-b552-f788d3262df8","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 9cfba9bf-fc7a-41b8-b69b-2b4770356061
memory_id: f286617e-4bcb-4a89-a28f-97550539e90a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:05.074Z
reason:
  New fact is already captured in candidate 4 (Key requirements) which explicitly lists 'SEO strategy: Keyword-heavy optimization for discoverability' as an established requirement. Candidate 3 also covers this same concept for the blog post migration tutorial. No new information to store.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"Tutorial SEO strategy should use keyword-heavy optimization for discoverability","type":"decision","confidence":0.75},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 797142f4-02a3-4374-a864-5465fa102357
memory_id: f286617e-4bcb-4a89-a28f-97550539e90a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:05.074Z
reason:
  Candidate [4] already establishes this scope requirement: 'Scope: Cover the mechanics of memory export/import and platform differences'. New fact restates existing established scope without adding new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"Tutorial scope covers the mechanics of memory export and import across platforms","type":"procedural","confidence":0.75},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 825ad020-f784-48a0-95b5-c9dcdb1450be
memory_id: b55d3dc5-bcd3-436f-9987-f125d50c1877
event: created
new_content: Tutorial scope covers platform differences in memory handling
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:05.074Z
reason:
  New procedural fact about tutorial scope for platform-specific memory handling. Candidate [5] covers LANDSCAPE.md analysis of platforms, but the new fact is specifically about tutorial design/scope—a separate concern. No existing candidate addresses tutorial content structure or pedagogical approach.

metadata:
  {"proposedAction":"add","sourceMemoryId":"f286617e-4bcb-4a89-a28f-97550539e90a","decisionConfidence":0.75,"factConfidence":0.75,"extractionModel":"haiku"}


id: db5296af-f08a-48b0-8662-0d7cb25c168b
memory_id: f286617e-4bcb-4a89-a28f-97550539e90a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:05.074Z
reason:
  New procedural fact about tutorial scope for platform-specific memory handling. Candidate [5] covers LANDSCAPE.md analysis of platforms, but the new fact is specifically about tutorial design/scope—a separate concern. No existing candidate addresses tutorial content structure or pedagogical approach.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.75,"fact":{"content":"Tutorial scope covers platform differences in memory handling","type":"procedural","confidence":0.75},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":"b55d3dc5-bcd3-436f-9987-f125d50c1877","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 1468ca16-e528-4888-b5d1-4c72c7fb49b2
memory_id: f286617e-4bcb-4a89-a28f-97550539e90a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:05.074Z
reason:
  New fact is a strategic principle about backlink organization across multiple contexts, distinct from the blog post requirements in candidates [3]-[5]. While related to the ChatGPT-to-Claude tutorial project, this decision captures a broader pattern for how Signet should be positioned in organic backlinks for memory management solutions. Worth storing as standalone guidance.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.65,"fact":{"content":"Backlinks should organically integrate Signet references for users seeking memory management solutions","type":"decision","confidence":0.6},"extractionModel":"haiku","factCount":5,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":"low_fact_confidence"}


id: fea728be-e95a-4b5d-b4ef-08ba35493b6b
memory_id: c3979151-1697-4a9b-80b2-1efcc0bac2ef
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:50.973Z
reason:
  New fact is already comprehensively covered by candidate 5, which explicitly states the assistant fetched these exact competitor resources (quitgpt.org, switchtoclaude.com, artificialcorner.com, tomsguide.com). No new information to add.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"An assistant conducted research by fetching competitor resources from quitgpt.org, switchtoclaude.com, artificialcorner.com, and tomsguide.com","type":"procedural","confidence":0.7},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 1c82f70e-7887-4a59-9ecc-c149a1c9de4a
memory_id: c3979151-1697-4a9b-80b2-1efcc0bac2ef
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:50.973Z
reason:
  Candidate [2] already contains this exact fact with additional context about ChatGPT transfer and migration tutorial requirements. New fact is fully covered.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Anthropic provides a native memory import tool accessible at claude.com/import-memory","type":"fact","confidence":0.75},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 7cf188fa-3558-44a7-abe1-2e660014f3db
memory_id: c3979151-1697-4a9b-80b2-1efcc0bac2ef
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:21:50.973Z
reason:
  Candidate [5] already captures this fact—it explicitly states 'noting Anthropic's native memory import tool at claude.com/import-memory as a critical resour[ce]' during the competitor research phase. The new fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"The memory import tool was identified as a critical resource during competitor research analysis","type":"fact","confidence":0.6},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 1c1ac26e-704a-4800-ba73-101f848212c5
memory_id: 98f8e200-1af8-4390-8584-0842fe6991fc
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:22:56.723Z
reason:
  Candidate [5] (ID: 98f8e200-1af8-4390-8584-0842fe6991fc) already captures these exact next steps with additional detail about SEO-optimization and Signet integration. The new fact is fully covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The next steps for this project include: (1) completing resource analysis, (2) exploring the current Signet website blog structure, and (3) drafting a tutorial","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b7ae4945-e1f1-4e7c-a94d-bc196c5f0095
memory_id: 98f8e200-1af8-4390-8584-0842fe6991fc
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:22:56.724Z
reason:
  This fact is already captured in candidate 5 (ID: 98f8e200-1af8-4390-8584-0842fe6991fc), which explicitly states 'draft the tutorial with SEO-optimized structure' as part of the next steps. No new information is added by this fact.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The tutorial being drafted should have SEO-optimized structure","type":"decision","confidence":0.9},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0afaf77e-1abe-486a-b6a8-cfedd50601f5
memory_id: 98f8e200-1af8-4390-8584-0842fe6991fc
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:22:56.724Z
reason:
  Candidate [5] already captures this decision: it explicitly mentions 'draft the tutorial with SEO-optimized structure and natural Signet integration points' as a next step

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The tutorial should include natural integration points with Signet","type":"decision","confidence":0.9},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 67b9bfc8-297f-4572-82b9-a8f6e54fdb7c
memory_id: 98f8e200-1af8-4390-8584-0842fe6991fc
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:22:56.724Z
reason:
  Existing candidate [5] already captures this principle explicitly: 'explore current Signet website blog structure' is listed as a next step before drafting the tutorial. Candidate [2] contains the actual detailed findings from that exploration (Astro structure, file paths, components). The new fact is a restatement of what's already recorded.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.9,"fact":{"content":"The Signet website has an existing blog structure that needs to be explored and understood before drafting the tutorial","type":"fact","confidence":0.85},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d181413a-7383-401c-861c-e1ddf895b3db
memory_id: b155e5fa-5f8e-40a9-9178-5e06924caa3e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:37:20.582Z
reason:
  New fact is already comprehensively covered by candidate [5], which explicitly captures the Reddit comment strategy: prioritize genuine helpfulness and real value first (surface specific settings, explain mechanisms), then mention Signet as 'my favorite option'. New fact adds no novel information beyond what's already documented.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Reddit comments about Signet should prioritize genuine helpfulness and adding real value first (surfacing specific settings, explaining mechanisms) before mentioning Signet","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 09ffed15-6d3c-4613-b445-9103f54ee026
memory_id: b155e5fa-5f8e-40a9-9178-5e06924caa3e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:37:20.582Z
reason:
  Candidate [5] (ID: b155e5fa-5f8e-40a9-9178-5e06924caa3e) already comprehensively covers this exact guidance: 'mention signetai.sh as my favorite option alongside other tools like Ollama, LMstudio, OpenWebUI.' The new fact is a subset of the existing rule and adds no new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"In Reddit comments, signetai.sh should be presented as 'my favorite option' rather than as the primary recommendation","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 70e2edd9-dcbd-422b-a41f-c308d8e15c96
memory_id: b155e5fa-5f8e-40a9-9178-5e06924caa3e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:37:20.582Z
reason:
  Candidate [5] already explicitly captures this guidance: 'mention signetai.sh as my favorite option alongside other tools like Ollama, LMstudio, OpenWebUI.' The new fact is a restatement of existing rule.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Reddit comments about Signet should mention alternative tools (Ollama, LMstudio, OpenWebUI) alongside signetai.sh","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: fa551fda-01f7-4744-bfb5-024bb2aec5a6
memory_id: b155e5fa-5f8e-40a9-9178-5e06924caa3e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:37:20.582Z
reason:
  Candidate [5] already comprehensively covers both principles: 'Never take ownership or sound promotional' directly addresses both avoiding promotional tone and not claiming ownership. The existing memory includes detailed guidance (genuine, adds real value first, one link buried naturally) and references the r/OpenAI comment as the gold standard example. The new fact is already well-covered and doesn't add new information beyond what's in [5].

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"Reddit comments about Signet should avoid promotional tone and should not claim ownership of the tool","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: fd920af2-a397-47e2-ac79-9cdd7fa93fc4
memory_id: b155e5fa-5f8e-40a9-9178-5e06924caa3e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:37:20.582Z
reason:
  Candidate [5] already establishes this exact guideline: 'One link, buried naturally' for Reddit comments about Signet. The new fact restates this principle with slightly more explicit language but adds no new substantive information beyond what's already captured in the existing procedural rule.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"Reddit comments about Signet should include exactly one link, placed naturally within the text rather than prominently featured","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 3975aacd-e00d-44e1-9bca-bfd4d6c96917
memory_id: b155e5fa-5f8e-40a9-9178-5e06924caa3e
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:37:20.582Z
reason:
  New fact is already covered by existing candidate [5], which explicitly states 'See the r/OpenAI comment as the gold standard example' for Signet's Reddit commenting style. No new information to capture.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":"b155e5fa-5f8e-40a9-9178-5e06924caa3e","targetContent":"Reddit comment style for Signet: genuine, helpful, adds real value first (e.g. surface the actual setting, explain the real mechanism), then mention signetai.sh as 'my favorite option' alongside other tools like Ollama, LMstudio, OpenWebUI. Never take ownership or sound promotional. One link, buried naturally. See the r/OpenAI comment as the gold standard example.","confidence":0.95,"fact":{"content":"A comment in r/OpenAI serves as the gold standard example for the recommended Reddit commenting style for Signet","type":"semantic","confidence":0.85},"extractionModel":"haiku","factCount":6,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: c11e0b34-0289-4392-96e8-915f4f60059f
memory_id: 149c8702-d3b4-4c78-9259-6a7e5bb00382
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:53:22.465Z
reason:
  Candidate [4] already captures this fact with nearly identical wording: 'Nicholai initiated a brief exploratory session to engage with an r/OpenAI discussion about data deletion and privacy concerns.' The new fact adds no novel information beyond what's already stored.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Nicholai initiated a brief exploratory engagement session with an r/OpenAI discussion thread focused on data deletion and privacy concerns","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0e99f25b-4c66-4473-8e39-6cfac18d985a
memory_id: 013a9baf-7142-46f5-97ea-c4f53b3acd8b
event: created
changed_by: pipeline-v2
created_at: 2026-03-02T09:53:22.466Z
new_content:
  Nicholai's Reddit engagement approach was intentionally brief and exploratory in nature rather than a comprehensive outreach campaign

reason:
  New fact describes Nicholai's general Reddit engagement style (brief, exploratory). Candidate [2] describes the OpenClaw-specific outreach messaging strategy (pain points focus). These are complementary but distinct: one is about channel behavior/approach, the other about specific project messaging. They can coexist without conflict.

metadata:
  {"proposedAction":"add","sourceMemoryId":"149c8702-d3b4-4c78-9259-6a7e5bb00382","decisionConfidence":0.85,"factConfidence":0.85,"extractionModel":"haiku"}


id: 93e50b8e-4175-4475-8f78-0d475f388473
memory_id: 149c8702-d3b4-4c78-9259-6a7e5bb00382
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:53:22.466Z
reason:
  New fact describes Nicholai's general Reddit engagement style (brief, exploratory). Candidate [2] describes the OpenClaw-specific outreach messaging strategy (pain points focus). These are complementary but distinct: one is about channel behavior/approach, the other about specific project messaging. They can coexist without conflict.

metadata:
  {"shadow":false,"proposedAction":"add","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"Nicholai's Reddit engagement approach was intentionally brief and exploratory in nature rather than a comprehensive outreach campaign","type":"decision","confidence":0.85},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":"013a9baf-7142-46f5-97ea-c4f53b3acd8b","updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 42eac63d-42cf-4623-aa37-4d5e73913e92
memory_id: 4763b3fa-2e61-48b3-b4dc-4e3daf43198a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:54:06.713Z
reason:
  Candidate [5] already captures this exact positioning: 'positioning Signet as a solution for conversation persistence and data control' is explicitly stated. The new fact is redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Signet is positioned as a solution for conversation persistence and data control","type":"decision","confidence":0.85},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b0049535-0674-45d8-b5ec-c44001de9b85
memory_id: 4763b3fa-2e61-48b3-b4dc-4e3daf43198a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:54:06.713Z
reason:
  Candidate [4] already captures this event: 'Attempted direct web fetching of the Reddit post, which failed due to access restrictions.' The new fact is a restatement of information already in existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"An attempt was made to fetch a Reddit post directly via web fetching, which failed due to access restrictions","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d0981fb8-22bd-44a5-ae7d-2a6b1c8e6b32
memory_id: 4763b3fa-2e61-48b3-b4dc-4e3daf43198a
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:54:06.713Z
reason:
  Candidate [5] already captures this exact objective with additional contextual detail (Reddit post, conversation persistence, data control specifics). New fact is a more general restatement of the same goal.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The objective was to identify a meaningful way to contribute to an ongoing conversation while positioning Signet as an appropriate solution","type":"decision","confidence":0.85},"extractionModel":"haiku","factCount":3,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2a47164d-ee63-4883-9878-d13fe59bda7b
memory_id: bee6e22e-e2b7-4a76-8512-68087e8d4eed
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:55:16.954Z
reason:
  Candidate [4] already contains this exact fact: 'A dedicated Reddit scraping tool exists in the project for fetching Reddit content when web fetch fails (location/name TBD)'. The new fact is already well-covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"A dedicated Reddit scraping tool exists in Nicholai's project for extracting content","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: dfd59fa7-6ffc-4621-a9b8-0d72d2e2cce3
memory_id: bee6e22e-e2b7-4a76-8512-68087e8d4eed
event: updated
changed_by: pipeline-v2
metadata: {"changedFields":["content","type"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T09:55:16.955Z
actor_type: pipeline
old_content:
  After being asked to provide post content manually, Nicholai indicated a dedicated Reddit scraping tool exists in the project that should be used instead. No substantive community engagement occurred—the session remained exploratory with the Reddit scraping tool identified as the next step.

new_content:
  The Reddit scraping tool should be used for generating community engagement content instead of manual creation

reason:
  New fact refines existing memory about using the Reddit scraping tool instead of manual work by specifying the use case: generating community engagement content. Merge to create a more actionable procedural guideline.


id: 0149c257-3284-4c86-9c37-ad455e639e4e
memory_id: bee6e22e-e2b7-4a76-8512-68087e8d4eed
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:55:16.957Z
reason:
  New fact refines existing memory about using the Reddit scraping tool instead of manual work by specifying the use case: generating community engagement content. Merge to create a more actionable procedural guideline.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"bee6e22e-e2b7-4a76-8512-68087e8d4eed","targetContent":"After being asked to provide post content manually, Nicholai indicated a dedicated Reddit scraping tool exists in the project that should be used instead. No substantive community engagement occurred—the session remained exploratory with the Reddit scraping tool identified as the next step.","confidence":0.85,"fact":{"content":"The Reddit scraping tool should be used for generating community engagement content instead of manual creation","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":"bee6e22e-e2b7-4a76-8512-68087e8d4eed","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 6d869265-0ded-4b4c-bd32-87836d0b7b9e
memory_id: bee6e22e-e2b7-4a76-8512-68087e8d4eed
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:55:16.957Z
reason:
  Candidate [1] already captures the broader fact that no substantive work or discussions occurred during session startup. Community engagement is a specific subset of that category, so this fact is logically implied by the existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"No substantive community engagement occurred during the session","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 60d4174e-a0b8-433e-896b-e2dec8186e5c
memory_id: bee6e22e-e2b7-4a76-8512-68087e8d4eed
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:55:16.957Z
reason:
  Candidate 4 (c84e096b-8276-4d23-a480-1c7594ec3aff) already captures this information: 'The session was exploratory in nature'. The new fact adds no substantive detail beyond what's already stored.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The session remained exploratory in focus and scope","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 608b05c3-74f9-4f30-9146-0aff0a6144b8
memory_id: bee6e22e-e2b7-4a76-8512-68087e8d4eed
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:55:16.957Z
reason:
  Candidate [5] already captures this exact concept: 'the Reddit scraping tool identified as the next step.' The new fact is redundant and already comprehensively documented in existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The Reddit scraping tool is identified as the next step in the community engagement workflow","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: aeab30f6-3847-4d39-8926-e36815acc4e7
memory_id: 91d8831d-4970-43af-9fd6-6f37e77a8ec7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:56:03.998Z
reason:
  New fact is already comprehensively covered by all 5 existing candidates, which document session initialization hook events with specific timestamps and context. No new information to capture.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"This session was triggered by a session initialization hook event","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 4d7472a9-9c91-4021-ac3b-745e2d20d037
memory_id: 91d8831d-4970-43af-9fd6-6f37e77a8ec7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:56:03.998Z
reason:
  Candidate [5] already contains identical phrasing ('No conversation or substantive work was recorded') with additional context about session initialization, workspace, and branch. The new fact adds no novel information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"No conversation or substantive work was recorded during this session","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 561ca99e-cbfb-4f37-aa24-05a7504d6f80
memory_id: 91d8831d-4970-43af-9fd6-6f37e77a8ec7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:56:03.998Z
reason:
  Candidate 2 (ID: 7db7830b-0eac-41e5-8bb7-ed543c7fda5b) already contains this exact fact: 'Signet monorepo location is /home/nicholai/signet/signetai with main branch as the active branch'. The new fact is already covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"The session workspace is the Signet monorepo located at /home/nicholai/signet/signetai","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: bf6e546a-14bc-4a4e-9246-3dfd4fc942f7
memory_id: 91d8831d-4970-43af-9fd6-6f37e77a8ec7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T09:56:03.998Z
reason:
  New fact is already covered by all 5 existing candidates, which all explicitly state session initialization on main branch of Signet monorepo. No new information to capture.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The session was initialized on the main branch of the Signet monorepo","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":4,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 675d5427-7bb3-4e7c-b950-f2bbf37b24c7
memory_id: 82324a99-6960-4c82-bfed-7585674abd61
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T10:33:28.806Z
reason:
  New fact is already covered by existing candidates [3] and [5]. Candidate [3] contains the identical information (Base.astro, line 34, verification content v4oqbpmgautsn64pmza388o87e46a3, <head> section). Candidate [5] provides comprehensive context including the request, verification check, and placement details. No new information to store.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"The Signet website's Base.astro layout file contains a Facebook domain verification meta-tag with verification content 'v4oqbpmgautsn64pmza388o87e46a3' located at line 34 in the <head> section","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2b1c8b0b-cc7d-416b-9325-b52fe8895687
memory_id: 82324a99-6960-4c82-bfed-7585674abd61
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T10:33:28.806Z
reason:
  Candidate [5] already comprehensively captures this exact detail: 'positioned between the generator and title meta elements, meeting Facebook's requirement for static head placement.' The new fact adds no novel information beyond what's already stored in the consolidated Facebook meta-tag memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"The Facebook domain verification meta-tag on the Signet website is positioned between the generator and title meta elements, which meets Facebook's requirement for static head placement","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 88885def-3406-4e8e-9738-62d0a7876f63
memory_id: 82324a99-6960-4c82-bfed-7585674abd61
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T10:33:28.806Z
reason:
  Candidate [5] already comprehensively covers this fact - it explicitly states the meta-tag was confirmed to be already present when checked, and provides full context including the verification content value and correct positioning. No new information is added by the new fact.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The Facebook domain verification meta-tag was already present on the Signet website prior to the user's request to add it","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 6f70234e-4e8d-4d54-9a3a-c2e0d70acd93
memory_id: da4c7106-5175-41b4-9abf-0c177a9d5663
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T10:42:20.705Z
reason:
  New fact is already covered by candidate [4], which explicitly states the signetai monorepo location with additional context about the active branch

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":"7db7830b-0eac-41e5-8bb7-ed543c7fda5b","targetContent":"Signet monorepo location is /home/nicholai/signet/signetai with main branch as the active branch","confidence":0.95,"fact":{"content":"The signetai monorepo is located at /home/nicholai/signet/signetai","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: ffb8fc47-0b0a-4a24-8926-3ecb9a09d0c2
memory_id: da4c7106-5175-41b4-9abf-0c177a9d5663
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T10:42:20.705Z
reason:
  The new fact (SessionStart hook execution during initialization) is already conceptually covered across all five existing candidates. Each candidate documents the SessionStart hook executing in the signetai monorepo. While the existing memories are specific session event logs rather than general procedural documentation, they collectively establish the procedural fact that SessionStart hook execution is part of the session initialization workflow.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"Session initialization in the signetai monorepo workflow includes a SessionStart hook execution","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 94db6f45-cf77-4b9c-9099-675e55501735
memory_id: 783b3948-fff7-41be-8e3f-c5ac4baf38e1
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T10:42:57.235Z
reason:
  This fact is already well-covered by existing candidates (1, 3, 5). All describe session initialization in signetai on main with no substantive work. No new information warrants storage.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"A Signet session was initialized in the signetai monorepo on the main branch","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: da4fb2f5-9aa7-4d68-aea1-de5c7beb6a14
memory_id: 783b3948-fff7-41be-8e3f-c5ac4baf38e1
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T10:42:57.235Z
reason:
  Candidate [5] already captures this exact information: 'Signet session lifecycle hook executed successfully' during session initialization. The new fact adds no substantive procedural details beyond what's already stored.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"The Signet session lifecycle hook executes during session initialization and executed successfully","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":2,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0c1cdfdd-5859-411c-9070-48fd616d4c7b
memory_id: 489141dd-d0b1-46f5-bfb6-ef44aa211ea3
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:51:26.008Z
reason:
  Candidate [5] 'The exploration work was initiated but remains in progress' already covers this fact. The new fact is a less specific restatement of the same information without additional context or contradictions.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"An exploration work initiative was started","type":"fact","confidence":0.6},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d3422927-8eb0-4a1d-b088-1f7ffc182326
memory_id: 489141dd-d0b1-46f5-bfb6-ef44aa211ea3
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:51:26.008Z
reason:
  Candidate [5] ('The exploration work was initiated but remains in progress') already captures the essence of the new fact. Both express that exploration is incomplete and ongoing. Candidate [3] contradicts this and should be flagged separately as invalid.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"The exploration work has not been completed and remains ongoing","type":"fact","confidence":0.7},"extractionModel":"haiku","factCount":2,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 186dec53-9cac-4714-b853-5362bfe64ad6
memory_id: 84e7d5f7-7376-4d35-ac33-0f1abbbc94de
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:52:12.765Z
reason:
  Candidate [5] already captures this fact: 'Nicholai requested a tutorial blog post for the Signet website helping ChatGPT users transition to Claude while preserving their conversation memory.' The new fact is semantically identical, just stated as 'being created' vs 'requested.' Candidates [1], [3], and [4] provide complementary details about approach, SEO, and focus but don't contradict or require updating.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"A tutorial blog post is being created for the Signet website to help ChatGPT users migrate to Claude while preserving their conversation memory","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: f93c0edd-d058-4eb7-b2a6-271f68bdcba1
memory_id: 84e7d5f7-7376-4d35-ac33-0f1abbbc94de
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:52:12.765Z
reason:
  Candidates 4 and 5 already capture that the blog post focuses on/covers ChatGPT to Claude migration with memory transfer. Candidate 4 explicitly states 'focuses on memory transfer as a key feature' and candidate 5 describes the tutorial helping users transition while preserving memory. The new fact is a restatement of information already in memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"The blog post covers ChatGPT to Claude migration with memory transfer functionality as its primary topic","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 4a0b67ea-c8b6-4845-a8b4-7e43f2d51e4d
memory_id: 84e7d5f7-7376-4d35-ac33-0f1abbbc94de
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:52:12.765Z
reason:
  Existing memory [5] already captures this fact: 'Nicholai requested a tutorial blog post for the Signet website helping ChatGPT users transition to Claude while preserving their conversation memory.' The new fact adds no meaningful new information beyond what's already stored.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"Nicholai requested a tutorial blog post for the migration utility covering ChatGPT-to-Claude memory transfer","type":"decision","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":5,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0e5e6af1-b07d-433e-9f6c-7eeddc4bfd4c
memory_id: 1221a798-72c7-4510-838c-23ab876896ec
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:53:12.367Z
reason:
  New fact is fully covered by existing memories. Candidates [1], [2], and [4] already store the website location at /home/nicholai/signet/signetai/web with additional technical context (Astro, Cloudflare Pages, tech stack). Redundant storage would add no new value.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The Signet marketing website is located at /home/nicholai/signet/signetai/web","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: cc4f5c44-7a85-44f3-a510-1942ca08a816
memory_id: 1221a798-72c7-4510-838c-23ab876896ec
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:53:12.367Z
reason:
  Candidate [5] already captures this exact fact: session initiated work on Signet marketing website to add SEO and AEO features. No new information to store.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.92,"fact":{"content":"A work session was initiated to add SEO (Search Engine Optimization) and AEO features to the Signet marketing website","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: cd9321ac-2571-4292-8b17-0e31ec676624
memory_id: 1682d934-ea6a-4f15-887b-4ebc71cd9362
event: updated
old_content: AEO is an acronym for AI Engine Optimization
changed_by: pipeline-v2
metadata: {"changedFields":["content"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T11:53:12.368Z
actor_type: pipeline
new_content:
  AEO is an abbreviation for AI Engine Optimization, a technique for optimizing content to be discovered and cited by AI systems

reason:
  New fact expands existing AEO definition with practical context (optimization technique for content discovery/citation by AI systems). Merge enriches the memory without redundancy.


id: ffe30d98-e307-4e52-876b-9fa28f61d16d
memory_id: 1221a798-72c7-4510-838c-23ab876896ec
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:53:12.369Z
reason:
  New fact expands existing AEO definition with practical context (optimization technique for content discovery/citation by AI systems). Merge enriches the memory without redundancy.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"1682d934-ea6a-4f15-887b-4ebc71cd9362","targetContent":"AEO is an acronym for AI Engine Optimization","confidence":0.88,"fact":{"content":"AEO is an abbreviation for AI Engine Optimization, a technique for optimizing content to be discovered and cited by AI systems","type":"semantic","confidence":0.9},"extractionModel":"haiku","factCount":3,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":"1682d934-ea6a-4f15-887b-4ebc71cd9362","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 7fbe6593-6090-4003-bf9c-f42ef75039aa
memory_id: 4716cbb6-73c3-4a24-b896-0299e0a6b0f1
event: updated
new_content: A dedicated Reddit scraping tool exists in Nicholai's project for generating community post content
changed_by: pipeline-v2
metadata: {"changedFields":["content"],"ifVersion":null,"contentChanged":true}
created_at: 2026-03-02T11:53:25.256Z
actor_type: pipeline
old_content:
  A dedicated Reddit scraping tool exists in the project for fetching Reddit content when web fetch fails (location/name TBD)

reason:
  New fact adds clarity about the primary use case (generating community engagement content) for the existing Reddit scraping tool memory. Both refer to the same tool; merge to reflect both its fallback purpose and content generation purpose.


id: 0f837e55-e210-4397-a1e5-b678c3dc3b94
memory_id: d9b02504-9380-4093-b90c-fa2b33285f4f
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:53:25.258Z
reason:
  New fact adds clarity about the primary use case (generating community engagement content) for the existing Reddit scraping tool memory. Both refer to the same tool; merge to reflect both its fallback purpose and content generation purpose.

metadata:
  {"shadow":false,"proposedAction":"update","targetMemoryId":"4716cbb6-73c3-4a24-b896-0299e0a6b0f1","targetContent":"A dedicated Reddit scraping tool exists in the project for fetching Reddit content when web fetch fails (location/name TBD)","confidence":0.95,"fact":{"content":"A dedicated Reddit scraping tool exists in Nicholai's project for generating community post content","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":5,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":"4716cbb6-73c3-4a24-b896-0299e0a6b0f1","deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 7afbd78f-3485-40cf-ac51-700bd5370e06
memory_id: d9b02504-9380-4093-b90c-fa2b33285f4f
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:53:25.258Z
reason:
  New fact is already well-covered by existing candidates [4] (procedural: scraping tool should be used vs manual creation) and [5] (contextual: Nicholai indicated this preference, tool identified as next step). The new fact reinforces rather than supersedes or adds novel information to these existing memories.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Nicholai indicated the existing Reddit scraping tool should be used instead of manually creating post content","type":"preference","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: bc4a66e1-ac13-48ff-a770-67c692e3aaf0
memory_id: d9b02504-9380-4093-b90c-fa2b33285f4f
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:53:25.258Z
reason:
  New fact is already covered by existing candidate #5 ('No conversation or substantive work was recorded') and candidate #1 ('No substantive work or discussions occurred'). Community engagement is a subset of 'substantive work/discussions,' so the broader claim already subsumes this specific observation.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"No substantive community engagement occurred during the session","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0c1862f6-8845-40e8-9b49-362d81150667
memory_id: d9b02504-9380-4093-b90c-fa2b33285f4f
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:53:25.258Z
reason:
  Existing memory [c84e096b] already captures that this session was exploratory in nature without executing substantive work (API calls). The new fact restates this core concept with a different contrast point (community outreach vs API calls), but the essential information is already stored.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"The session remained exploratory in nature rather than executing community outreach","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 2fa40996-3a0f-44da-9c43-ea37bffdb57f
memory_id: d9b02504-9380-4093-b90c-fa2b33285f4f
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:53:25.258Z
reason:
  Candidate [5] already comprehensively captures this information: it documents that the Reddit scraping tool was identified as the next step for community engagement workflow, with context about the exploratory nature of the session and the decision to use the tool instead of manual content creation.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The Reddit scraping tool was identified as the next step for community engagement workflow","type":"procedural","confidence":0.9},"extractionModel":"haiku","factCount":5,"entityCount":3,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: d039b347-dcc4-4b57-bd12-199d9bd1acd7
memory_id: c9be0b04-55ae-4c8f-b058-f1af68075418
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:54:23.618Z
reason:
  New fact is already covered by candidate [4] which states 'A session is currently in progress to collect and analyze source files for documentation' - semantically identical to the new fact.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.75,"fact":{"content":"A session is currently in progress for collecting and analyzing source files","type":"fact","confidence":0.65},"extractionModel":"haiku","factCount":4,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 724bd620-b6a6-41bd-b1ed-81c6a853c10c
memory_id: c9be0b04-55ae-4c8f-b058-f1af68075418
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:54:23.619Z
reason:
  Candidate [3] already captures this exact procedural fact: 'A session is currently in progress to collect and analyze source files for documentation'. The new fact is redundant and doesn't add new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Source files are being collected for documentation purposes","type":"procedural","confidence":0.65},"extractionModel":"haiku","factCount":4,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: dec40113-9dc0-450c-b665-fd752a4225b2
memory_id: c9be0b04-55ae-4c8f-b058-f1af68075418
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:54:23.619Z
reason:
  Candidate [2] already captures this procedural fact: 'A session is currently in progress to collect and analyze source files for documentation'. The new fact is redundant and adds no additional information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.85,"fact":{"content":"Source files are being analyzed for documentation generation","type":"procedural","confidence":0.65},"extractionModel":"haiku","factCount":4,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 0b9e918d-56d2-44e4-8914-0257c8c1a372
memory_id: c9be0b04-55ae-4c8f-b058-f1af68075418
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:54:23.619Z
reason:
  New fact is too vague ('concurrent releases are mentioned') and lacks specificity to match existing candidates. Moderate-low confidence (0.5) and absence of actionable detail suggests this is contextual noise rather than a persistent fact worth storing. Existing memories adequately cover the release workflow and intentional decisions made.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.3,"fact":{"content":"Concurrent releases are mentioned in relation to the current work context","type":"fact","confidence":0.5},"extractionModel":"haiku","factCount":4,"entityCount":2,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 1658fc6b-1e50-4823-b2b5-dead094dc95f
memory_id: 0757298e-36b9-462f-bc3b-73c3844268f7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:58:30.451Z
reason:
  Candidate [5] already documents a specific instance of using 'gh cli' to discover repository forks (BusyBee3333/ig-wholesale-automation). This more general procedural fact is subsumed by the existing concrete example, which includes the tool, method, and results.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"GitHub CLI (gh cli) was used to query the GitHub API for discovering repository forks","type":"procedural","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 4ad6f956-2c40-4b95-9c8e-d4921aa3636b
memory_id: 0757298e-36b9-462f-bc3b-73c3844268f7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:58:30.452Z
reason:
  Candidate [5] already contains detailed coverage of this fork discovery search, including the method (gh cli), results (phillcoxon/ig-wholesale-automation fork found), and metadata. The new fact adds no new information.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"A fork discovery search was performed for the BusyBee3333/ig-wholesale-automation repository","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 421b31f2-89f7-494c-936f-ffdce57cf207
memory_id: 0757298e-36b9-462f-bc3b-73c3844268f7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:58:30.452Z
reason:
  New fact is already well-covered by candidate [5] (ID: 0757298e-36b9-462f-bc3b-73c3844268f7), which contains the same core information: a single fork of BusyBee3333/ig-wholesale-automation exists (phillcoxon/ig-wholesale-automation). Candidate [5] includes additional details (0 stars, last updated 2026-02-26) that make it more comprehensive than the new fact.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"Only one fork of BusyBee3333/ig-wholesale-automation was found: phillcoxon/ig-wholesale-automation","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: b6f03a9a-b30e-4def-bcd1-9f277a101063
memory_id: 0757298e-36b9-462f-bc3b-73c3844268f7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:58:30.452Z
reason:
  The new fact about 0 stars is already explicitly captured in candidate [5] (ID: 0757298e-36b9-462f-bc3b-73c3844268f7), which documents the GitHub fork discovery including '(0 stars, last updated 2026-02-26)'. No new information to add or update.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.98,"fact":{"content":"The phillcoxon/ig-wholesale-automation fork has 0 stars","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: f9a8e382-60ae-4e42-a5d4-944af25deea1
memory_id: 0757298e-36b9-462f-bc3b-73c3844268f7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:58:30.452Z
reason:
  Candidate [5] (ID: 0757298e...) already contains this exact information: 'phillcoxon/ig-wholesale-automation (0 stars, last updated 2026-02-26)'. New fact is fully covered by existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The phillcoxon/ig-wholesale-automation fork was last updated on 2026-02-26","type":"fact","confidence":0.95},"extractionModel":"haiku","factCount":6,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


id: 4d585db5-493e-4dd7-88ca-39c2e9b64948
memory_id: 0757298e-36b9-462f-bc3b-73c3844268f7
event: none
changed_by: pipeline-v2
created_at: 2026-03-02T11:58:30.452Z
reason:
  Candidate [5] already covers this fact in detail: GitHub fork discovery via gh cli, successful completion in a single query, with specific repository and fork details (phillcoxon/ig-wholesale-automation). The new fact is less specific and redundant with existing memory.

metadata:
  {"shadow":false,"proposedAction":"none","targetMemoryId":null,"targetContent":null,"confidence":0.95,"fact":{"content":"The GitHub fork discovery task completed successfully using a single GitHub API query via gh cli","type":"fact","confidence":0.9},"extractionModel":"haiku","factCount":6,"entityCount":4,"createdMemoryId":null,"updatedMemoryId":null,"deletedMemoryId":null,"dedupedExistingId":null,"blockedReason":null,"reviewNeeded":false,"contradictionRisk":false,"skippedReason":null}


