claude

metacognition-skills

Composed meta-cognition suite: hierarchical memory management, reflective learning, and knowledge crystallization for cumulative improvement across sessions.

0 on GitHubv0.8.5MITupdated 6 days agodevelopment
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Plugin metacognition-skills from marketplace treasury-analyst-skills in CatCorner22/Claude_Skills_2. Commands read from the repo's manifest — 6 days ago.

What it installs

Skills (3)

  • hierarchical-memory-manager

    Maintains layered memory across sessions and long contexts: Working (current task state), Episodic (timestamped events and decisions), Semantic (durable facts, preferences, lessons, each entry carrying evidence and confidence). Works via a session-start load restating only task-relevant anchors, com

  • knowledge-crystallizer

    Extracts durable insights from analysis, reflection, and experience into semantic memory and evolving working methods. Harvests candidates from working and episodic notes, validates them against four gates (consistency, evidence strength, scope, leverage), distills survivors into atomic FACT/PREFERE

  • reflective-learner

    Runs structured self-reflection and error-analysis cycles (situation, outcome, strengths, weaknesses, root cause, lessons, actionable updates) and integrates user corrections into durable working methods, turning experience into explicit, auditable improvement instead of leaving learning implicit. U

View source on GitHub

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Claude Code craft for working engineers: authoring Agent Skills (the library's own standard), prompt engineering with the injection-defense doctrine, git/code review with run-verified agent traps, the Board of Advisors multi-agent code review (board-review + five specialist subagents and a chair), defect-epidemiology (treat a confirmed bug as evidence about a population), rule-stress-testing, software-archaeology, Comrade Engineer's pencil pass, The Foreman's draw inspection, the Creative Workaround Genius (another route when the obvious one fails, never around a control), the project-manager subagent with its skill for multi-session and multi-agent work (requirement ledger, token budget, exhaustive QC sweep), Puppet Master (the whole job on the fewest tokens with no loss of quality: fewer turns, small new context, a transcript audit), and Chicken Little (Aether) — the multi-domain persona with forward-deployed advisor and compiler autopsy modes.

13 skills · 7 agents

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Decision discipline under uncertainty: pre-mortem (with the counsel rail), tabletop wargaming and no-win drills under full exercise control, weak-signal navigation with cue-graded confidence, Bayesian updating via natural frequencies, reference-class forecasting, competing hypotheses analysis, minority-report dissent capture, the Rashomon-effect protocol for conflicting recollections, and The Challenger.

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Full-stack application development with a lean-code philosophy: architecture, FastAPI backends, databases/ORM, modern dynamic frontends, realtime features, ML in production, testing strategy, deployment, and evidence-based UI/UX inspection with severity-rated findings and human-factors instruments (Fitts, NASA-TLX).

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The improvement methods with teeth: DMAIC with a fully worked control-chart project (provisional-limits discipline included), FMEA with the evidence-gated Action Priority table, measurement systems analysis extended to LLM-as-judge gauge studies, design of experiments, evolutionary operation (EVOP), root cause analysis, and the project command center doctrine.

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Statistical inference done honestly, causal inference (DAGs, DiD/IV/RDD), A/B test design (SRM, peeking, MDE, variance reduction), survey and sampling design (total survey error, nonresponse), spreadsheet modeling discipline, and assertion-evidence presentations with a build-and-lint toolchain.

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Applied machine learning with honest evaluation: project framing (the leanest model is no model), supervised modeling, feature engineering, model evaluation (threshold as a fitted parameter), time-series forecasting with horizon-aware backtest sizing and measured interval coverage, and anomaly detection with the degenerate-case floor.

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