Individual skill
ccf-idea-optimizer
Develop and optimize rough CCF research ideas into problems, insights, mechanisms, and evidence plans. Use for 优化idea, 具象化idea, 找方向, 方向探索, and rescue routes when development is the requested deliverable. Judging whether an idea is worthwhile, novel, or coherent belongs to ccf-idea-reviewer even without scores; manuscript edits belong to ccf-paper-writer.
ccf-idea-optimizer/SKILL.md
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- Observed behavior
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- Last checked
- Nov 9, 2026
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- Repository stars (not skill ratings)
- 3,505
- Repository last updated
- Oct 31, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- research Derived category
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SKILL.mdcore · 9,384 bytesSKILL.mdcore · 9,384 bytesSKILL.mdcore · 9,384 bytesSKILL.mdcore · 9,384 bytesagents/openai.yamlasset · 559 bytesreferences/experiment-design.mddoc · 4,649 bytesreferences/frontier-ideation.mddoc · 9,186 bytesreferences/idea-intake.mddoc · 4,729 bytesreferences/literature-grounded-evolution.mddoc · 8,736 bytesreferences/problem-method-blueprint.mddoc · 9,039 bytesreferences/research-taste.mddoc · 4,885 bytesreferences/source-notes.mddoc · 1,573 bytesreferences/venue-idea-adapters.mddoc · 3,668 bytes
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# CCF Idea Optimizer
## Family File Contract
Before file work, reuse canonical paths and one task/artifact working directory; default to project-root `ccfa-workfiles/<purpose>/<artifact-id>/`. Update in place, preserve inputs, and use UTF-8 with Chinese-text checks. Apply [artifact-contracts.md](../ccf-common/references/artifact-contracts.md) for naming, ownership, and task-created cleanup; handoffs inherit these paths.
## Collaboration Contract
Before specialist execution, read and apply [ccf-humanization](../ccf-humanization/SKILL.md) first, then [ccf-common](../ccf-common/SKILL.md). At every handoff, reuse their applicable active rules or refresh missing/changed ones. Both preflights are required even without prose; detailed editing, experiment, and maintenance modes run only when relevant.
Integrate necessary specialist contributions under one owner; reuse valid prerequisites and verify affected results. Follow the [cooperation routes](../ccf-common/references/routing.md) without duplicate reports.
## Invocation Controls