theory-sharpenlisted
Install: claude install-skill gyf9712/stat-theory-skills
# Theory-Sharpen — Systematic Theoretical Improvement Assessment
> 🔬 **Model Recommendation**: Run this skill on **Claude Opus** for best results.
> Framework classification, assumption-relaxation analysis, and rate-sharpening all
> require deep mathematical reasoning. If your session is not on Opus, run
> `/model opus` before invoking. Literature search and Codex cross-review will use
> Opus sub-agents.
Go beyond "is the proof correct?" to ask "can the theory be stronger, sharper, and
better aligned with the model, the literature, and the experiments?"
**Pipeline position**:
```
/proofcheck → /proof-repair → /theory-sharpen → /proof-writer
Correct? Fix issues Improve theory Write new proofs
```
This skill can also run standalone on any paper with theoretical results.
## Context: $ARGUMENTS
---
## Core Philosophy
A good theory paper is evaluated on three axes:
1. **Strength**: Are assumptions as weak as possible? Are rates as sharp as possible?
2. **Alignment**: Does the theory match what the model actually provides and what
the experiments actually test?
3. **Positioning**: How does the result compare to the best known results in the literature?
This skill systematically audits all three axes and produces an actionable improvement
roadmap.
---
## Step 0: Ingest & Map the Theory-Model-Experiment Triangle
### 0A: Locate Inputs
Parse `$ARGUMENTS`. Accept:
- A `.tex` file path → read directly
- A paper directory → read `paper.tex` + any `/proof