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Skill v1.0.0

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mathclaw-ruc/mathclaw/memory
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PublishedOctober 21, 2026 at 12:06 AM
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version: "1.0.0" name: memory description: Structured daily and weekly learning memory with dual graph snapshots. always: true


Memory

Structure

  • memory/daily_memory/YYYY.M.D/YYYY_M_D.md - Human-readable daily summary for one day.
  • memory/daily_memory/YYYY.M.D/YYYY_M_D.json - Structured daily payload for code and downstream features.
  • memory/weekly_memory/YYYY_M_D_to_YYYY_M_D/YYYY_M_D_to_YYYY_M_D.md - Weekly study plan generated from the last 7 daily summaries.
  • memory/graphs/knowledge_graph.json - Knowledge-point graph.
  • memory/graphs/error_graph.json - Error-pattern graph.
  • memory/MEMORY.md - Auto-generated compatibility snapshot loaded into prompt context.
  • memory/HISTORY.md - Append-only audit log of consolidation events.

Read Order

Prefer these sources in order:

  • Daily .json when you need structured fields such as date, high_risk_knowledge_points, high_frequency_error_types, learning_status_summary, and tomorrow_study_suggestions.
  • Daily .md when you need a human-facing summary.
  • Graph JSON files when you need relationships, ranking, or historical nodes.
  • Weekly .md when you need the next-week learning plan.
  • HISTORY.md only when you need an audit trail of what was archived.

Graph Semantics

Knowledge graph:

  • Nodes are knowledge points.
  • Important fields include time_points, risk, mastery, importance, last_seen, and display_size.
  • Relations include prerequisite, similar, contains, and related links.

Error graph:

  • Nodes are error patterns.
  • Important fields include error_count, severity, repeated, last_seen, and display_size.
  • Relations include corresponding knowledge point, similar error, and correction suggestions.

Dynamic Adjustment Rules

  • Low-frequency, low-risk, long-inactive nodes can be archived.
  • Similar concepts should be merged upstream before adding too many nodes.
  • Example items only keep recent representative samples; older examples are dropped automatically.
  • Frontend views should size nodes by importance or severity, not raw node count.

Update Policy

  • Do not manually edit MEMORY.md unless you are intentionally adjusting the compatibility snapshot.
  • Prefer updating the structured daily JSON or graph JSON when building new features.
  • If both Markdown and JSON exist for the same day, trust the JSON as the machine-readable source.

Auto-consolidation

Archived conversations are automatically summarized into daily memory, graph snapshots, and weekly plans when enough recent data exists. You usually do not need to manage this manually.

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