pgasawa/continual-learning-bench/continual-learn

Claude Code and agent skill by pgasawa/continual-learning-bench

Trust tier 2
  • community
LLM review pending
Source check pending

Checking that the SKILL.md file is still in the repository.

Persist learning across turns by actively maintaining MENTAL_MODEL.md in the workspace. Use for iterative coding, debugging, benchmarking, or any feedback-driven task; read and update the file with actual filesystem writes before every response, never just hidden/internal memory.

Install

npx vskill@latest install pgasawa/continual-learning-bench/continual-learn

SKILL.md

The same SKILL.md was published earlier as melandlabs/openloomi/continual-learn.

You must maintain a real workspace file, MENTAL_MODEL.md, as your durable scratchpad for this task.

Non-negotiable file workflow

  • Use ./MENTAL_MODEL.md in the current workspace; create it if it does not exist.
  • At the start of each turn, consult the current file when possible.
  • Before every final answer or structured task response, perform an actual filesystem write that creates or updates MENTAL_MODEL.md.
  • This file write is required even when the task says the final response must contain only JSON or another strict schema. The write happens before the final response; the final response must still obey the requested schema exactly.
  • If a dedicated file-write/edit operation is available, use it. Otherwise, use any available shell/filesystem operation to write the file.

What to record

Keep notes terse, high-signal, and actionable:

  • Task goal, current plan, and open assumptions.
  • Feedback received and what it changes.
  • Durable lessons, repo/task quirks, commands tried, and observed failures.
  • Hypotheses being tested and evidence for/against them.
  • Current state and the next concrete action.
  • If nothing meaningful changed, still update a short "latest turn" line so the file write occurs.

Hygiene

  • Keep the file compact; rewrite or prune stale notes as needed.
  • Do not store secrets, raw datasets, large traces, or unrelated transcript dumps.

Always write `MENTAL_MODEL.md` before responding.

Security

  • Security scanPassed, 100 of 100Pattern checks on the skill's files.
  • Model reviewNot runA model review is scheduled for the next rescan.

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

Repository stars
226
Repository forks
45
7-day trend score
27

Stars and forks are for the whole GitHub repository, not this skill alone. Not refreshed yet.

Works with

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