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Skill v1.0.0

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pgasawa/continual-learning-bench/continual-learn
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PublishedOctober 1, 2026 at 08:59 AM
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version: "1.0.0" name: continual-learn description: 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.


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.

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