Content
72%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A compact, well-structured theory skill that respects the token budget and gives a useful output template, but it lacks concrete derivation techniques and an explicit sequenced workflow with validation. Adding a short 'how to derive each output' guide and an ordered process would raise the weaker dimensions.
Suggestions
Add a brief ordered process (e.g. 1. state assumptions, 2. derive the target property, 3. write the proof sketch, 4. generate an empirical prediction) with a self-check that the prediction is testable.
For each Theory Output, give one concrete technique or starting point (e.g. 'consistency: show estimator converges in probability via LLN/Slutsky') instead of only naming the deliverable.
Include a validation checkpoint confirming assumptions are explicit and the experimental prediction names a concrete baseline and stress condition.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is lean (~50 lines), assumes Claude already knows what bias/variance/consistency mean, and every section earns its place with no padding or over-explanation. | 5 / 5 |
Actionability | It gives a concrete deliverable checklist and a fill-in theorem template, but the actual analytical methods for deriving each property are left unspecified, so guidance is actionable as a structure yet incomplete on execution. | 3 / 5 |
Workflow Clarity | The Overview places the skill in a pipeline ('after method proposal and before final experimental comparison') and sections imply an order, but there is no explicit numbered sequence or validation checkpoint for the theory-producing process. | 3 / 5 |
Progressive Disclosure | The skill is under 50 lines, single-purpose, needs no external references, and is organized into clear well-labeled sections (Overview, Theory Outputs, Theorem Template, Experimental Predictions), satisfying the simple-skill exception. | 5 / 5 |
Total | 16 / 20 Passed |