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docs: update README, CLAUDE.md, and ARCHITECTURE.md for v0.22+#244

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CalebisGross merged 4 commits intomainfrom
docs/update-readme-architecture
Mar 20, 2026
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docs: update README, CLAUDE.md, and ARCHITECTURE.md for v0.22+#244
CalebisGross merged 4 commits intomainfrom
docs/update-readme-architecture

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Summary

Docs haven't been updated since before the Claude-First Memory and Signal Quality milestones. This brings all three main docs up to date.

README.md

  • 13 tools -> 19 tools throughout
  • MCP tools table: added amend, check_memory, recall_session, list_sessions, exclude_path, list_exclusions
  • Updated tool descriptions (remember returns salience, recall has explain/associations/format/synthesize params, feedback drives ranking)
  • Feedback loop description updated (actually works now, drives ranking, auto-suppression)
  • Retrieval description updated (feedback-informed ranking, source weighting, pattern evidence)
  • Consolidation updated (never-recalled archival)
  • Dashboard section: added Tools tab

CLAUDE.md

  • Tool table updated (13 -> 19) with all new tools and updated descriptions
  • Project layout MCP count updated

ARCHITECTURE.md

  • Retrieval section rewritten: ranking signals (activation, recency, source weight, feedback, pattern evidence, significance), suppression, explain/associations/JSON params
  • Encoding section updated: priority queue, atomic claims, concept vocabulary enforcement, dedup
  • Consolidation section: added never-recalled archival, pattern extraction, abstraction dedup steps
  • Abstraction section: grace period, softened demotion curve
  • Schema section: added tool_usage, memory_amendments, runtime_exclusions tables + feedback columns
  • Dashboard: added tool usage analytics
  • API: added tool/usage endpoint
  • Tool count references updated (13 -> 19)

🤖 Generated with Claude Code

CalebisGross and others added 4 commits March 20, 2026 01:55
Update tool count (13 -> 19), MCP tools table with 6 new tools,
feedback loop description, retrieval and consolidation summaries,
dashboard Tools tab. Reflects Claude-First Memory and Signal
Quality milestones.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Update tool table (13 -> 19) with new tools: amend, check_memory,
recall_session, list_sessions, exclude_path, list_exclusions. Update
descriptions to reflect new parameters (explain, include_associations,
format, synthesize) and feedback-driven ranking.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Update retrieval section with feedback-informed ranking, source
weighting, pattern evidence boosting, and score explanation.
Update encoding with priority queue, atomic claims, concept
cleanup. Update consolidation with never-recalled archival.
Update abstraction with softened demotion and grace period.
Add new schema tables (tool_usage, memory_amendments,
runtime_exclusions). Update tool and dashboard references.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- README: fix config.yaml -> config.example.yaml in Quick Start
- README: add source weights and feedback weight to config section
- ARCHITECTURE: consolidation interval "every 6h" -> "configurable, default 1h"
- ARCHITECTURE: remove completed items from Deferred section (MCP done,
  user preference learning done via feedback ranking, local model
  fine-tuning active as Mnemonic-LM)
- ARCHITECTURE: update current focus description

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@CalebisGross CalebisGross merged commit 6aca16f into main Mar 20, 2026
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@CalebisGross CalebisGross deleted the docs/update-readme-architecture branch March 20, 2026 06:05
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