daily sync: 3 added, 4 modified, 0 deleted (3 edges)
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@ -6,7 +6,13 @@ tags: [cognitive-memory, systemd, automation, embedding, configuration]
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importance: 0.7
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confidence: 0.8
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created: "2026-02-19T20:53:09.280113+00:00"
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updated: "2026-02-19T20:53:09.280113+00:00"
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updated: "2026-03-03T05:07:33.051890+00:00"
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relations:
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- target: 96a6c125-bb69-45af-b1b6-a9b48654fb7e
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type: RELATED_TO
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direction: incoming
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strength: 0.75
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edge_id: d0342cf0-b6f5-43c4-be5c-b1ec25216265
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---
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Created systemd user timer `cognitive-memory-embed.timer` that runs hourly. Uses `claude-memory embed --if-changed` which compares memory IDs in _index.json vs _embeddings.json — skips in ~0.1s when nothing changed, full re-embed (~27s) only when memories were added or deleted. Removed embed from daily timer (cognitive-memory-daily.service) since hourly covers it. Daily timer now only runs decay, core, and symlinks. Both services need `export PATH="/home/cal/.local/bin:$PATH"` because systemd doesn't load user shell profile and `uv` lives in ~/.local/bin. Files: ~/.config/systemd/user/cognitive-memory-embed.{service,timer}.
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@ -0,0 +1,13 @@
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---
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id: 255bd837-327a-4889-a60b-ea5afaa32a11
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type: BUILDS_ON
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from_id: 96a6c125-bb69-45af-b1b6-a9b48654fb7e
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from_title: "Fix: decay filter bypass in semantic_recall() — cognitive-memory"
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to_id: 9ea72015-0b85-4a42-9ae1-144866f8d86f
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to_title: "Cognitive Memory v3.0: Rich Edges + Hybrid Embeddings + MCP Server"
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strength: 0.82
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created: "2026-03-03T05:07:33.025752+00:00"
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updated: "2026-03-03T05:07:33.025752+00:00"
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---
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Auto-edge: Fix: decay filter bypass in semantic_recall() — cognitive-memory → Cognitive Memory v3.0: Rich Edges + Hybrid Embeddings + MCP Server
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@ -0,0 +1,13 @@
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---
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id: 711859b9-fdf3-4b7d-80ec-9dc7668aea4f
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type: BUILDS_ON
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from_id: 96a6c125-bb69-45af-b1b6-a9b48654fb7e
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from_title: "Fix: decay filter bypass in semantic_recall() — cognitive-memory"
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to_id: 8e2d1904-24e0-41df-95f2-2edc4407b9f3
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to_title: "Converted MemoryGraph MCP to Claude Code Skill"
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strength: 0.74
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created: "2026-03-03T05:07:33.073381+00:00"
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updated: "2026-03-03T05:07:33.073381+00:00"
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---
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Auto-edge: Fix: decay filter bypass in semantic_recall() — cognitive-memory → Converted MemoryGraph MCP to Claude Code Skill
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@ -0,0 +1,13 @@
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---
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id: d0342cf0-b6f5-43c4-be5c-b1ec25216265
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type: RELATED_TO
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from_id: 96a6c125-bb69-45af-b1b6-a9b48654fb7e
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from_title: "Fix: decay filter bypass in semantic_recall() — cognitive-memory"
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to_id: 7a391397-2276-42bf-bca6-e1bb468029cd
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to_title: "Hourly embedding refresh timer with --if-changed flag"
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strength: 0.75
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created: "2026-03-03T05:07:33.051890+00:00"
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updated: "2026-03-03T05:07:33.051890+00:00"
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---
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Auto-edge: Fix: decay filter bypass in semantic_recall() — cognitive-memory → Hourly embedding refresh timer with --if-changed flag
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@ -6,7 +6,23 @@ tags: [cognitive-memory, python, fix, decay, embeddings, semantic-recall]
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importance: 0.6
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confidence: 0.8
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created: "2026-03-03T05:07:32.495008+00:00"
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updated: "2026-03-03T05:07:32.495008+00:00"
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updated: "2026-03-03T05:07:33.073381+00:00"
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relations:
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type: BUILDS_ON
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direction: outgoing
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strength: 0.82
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edge_id: 255bd837-327a-4889-a60b-ea5afaa32a11
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- target: 7a391397-2276-42bf-bca6-e1bb468029cd
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type: RELATED_TO
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direction: outgoing
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strength: 0.75
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edge_id: d0342cf0-b6f5-43c4-be5c-b1ec25216265
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- target: 8e2d1904-24e0-41df-95f2-2edc4407b9f3
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type: BUILDS_ON
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direction: outgoing
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strength: 0.74
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edge_id: 711859b9-fdf3-4b7d-80ec-9dc7668aea4f
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---
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## Problem
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@ -6,7 +6,7 @@ tags: [cognitive-memory, mcp, architecture, upgrade]
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importance: 0.9
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confidence: 0.8
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created: "2026-02-19T20:10:42.128691+00:00"
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updated: "2026-03-01T22:16:57.253418+00:00"
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updated: "2026-03-03T05:07:33.025752+00:00"
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relations:
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- target: dc6b6c6f-1319-47cf-a691-dd40751ff121
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type: BUILDS_ON
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@ -68,6 +68,11 @@ relations:
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direction: incoming
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strength: 0.73
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edge_id: 2eee0082-215a-41b9-90bc-ea2d757138ff
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- target: 96a6c125-bb69-45af-b1b6-a9b48654fb7e
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type: BUILDS_ON
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direction: incoming
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strength: 0.82
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edge_id: 255bd837-327a-4889-a60b-ea5afaa32a11
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---
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Major upgrade to cognitive-memory skill. Phase 1: Rich edges as first-class markdown files in graph/edges/ with bidirectional frontmatter refs (edge_id field). relate() returns edge_id string instead of bool. Cascade deletion on memory delete. CLI: edge-get, edge-search, edge-update, edge-delete. Phase 2: Hybrid embedding providers (Ollama local + OpenAI optional) with automatic fallback chain. _config.json stores provider settings (gitignored). Dimension mismatch safety triggers re-embedding on provider switch. Phase 3: MCP server (mcp_server.py) with 18 tools via JSON-RPC 2.0 stdio protocol. Registered in ~/.claude.json. Phase 4: Updated SKILL.md, SCHEMA.md, feature.json to v3.0.0. Index version bumped from 1 to 2 (adds edges section). All stdlib-only, no external dependencies.
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@ -6,7 +6,7 @@ tags: [pai, claude-code, memorygraph, skills, architecture, migration]
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importance: 0.9
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confidence: 0.8
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created: "2025-12-07T06:50:12.011310+00:00"
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updated: "2026-03-02T00:38:22.045331+00:00"
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updated: "2026-03-03T05:07:33.073381+00:00"
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relations:
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type: RELATED_TO
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@ -43,6 +43,11 @@ relations:
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direction: incoming
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strength: 0.76
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edge_id: e90568a0-c9d3-47a8-9a67-7c26fe7644fa
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edge_id: 711859b9-fdf3-4b7d-80ec-9dc7668aea4f
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---
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Converted MemoryGraph from MCP server to Claude Code skill to reduce token cost. MCP tools were always in context (~45 tools eating tokens every turn). Skill loads on-demand only when triggered.
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