ieee-summarize

IEEE Summarize Router

Use this skill before ieee-writing when the user's research materials are scattered, chronological, duplicated, or not yet in manuscript structure. The output is not final prose; it is an evidence-grounded research brief that later writing skills can use.

Do not turn messy notes into polished claims by guessing. Preserve uncertainty, source paths, missing evidence, and contradictions.

Routing Protocol

1. Read manifest.yaml.
2. Read every file listed under always_load.
3. Detect the request axes:
   • material_scope: folder / pasted-notes / code-and-logs / literature-pack / mixed.
   • output_target: research-brief / writing-input / experiment-summary / related-work-seed / claim-evidence-seed.
   • cleanup_level: inventory / standard / deep.
4. State the detected axes in one short line.
5. If a folder path is provided, inventory first:
   • Prefer scripts/inventory_research_folder.py <folder>.
   • If the script is unsuitable, use rg --files <folder>.
   • Do not read every large file blindly. Select representative and high-signal files by category.
6. Map raw material into IEEE evidence slots:
   • problem object and operating condition,
   • engineering harm or practical motivation,
   • method idea and implementation clues from notes/code,
   • datasets, baselines, metrics, ablations, robustness, complexity, and reproducibility,
   • related-work families and closest-prior-work candidates,
   • contribution candidates and conclusion candidates.
7. Preserve provenance. Every important extracted point should include a file path, heading, filename, or note source when available.
8. Mark solid, partial, unclear, or missing for each evidence block.
9. Hand off to the next skill explicitly: ieee-writing, ieee-experiment, ieee-citation, ieee-reviewer, or ieee-polishing.

Output Contract

Default output:

Detected axes: material_scope=..., output_target=..., cleanup_level=...

Material inventory
- Notes:
- Code:
- Experiments:
- Literature:
- Figures/tables:
- Unknown / skipped:

IEEE Research Brief
- Working title:
- Research object:
- Operating condition / constraints:
- Engineering harm:
- Core method:
- Implementation clues:
- Experiment evidence:
- Related-work seed:
- Contribution candidates:
- Conclusion candidates:
- Missing evidence:
- Contradictions / risks:

Next skill handoff
- Recommended next skill:
- Prompt-ready brief: