Content
75%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 strong, information-dense body: concrete code with justified design numbers, decision tables for architecture and resolution selection, and honest attribution to source papers. Weaknesses are modest — one code example is stubbed with ellipses, a few sentences restate earlier points, and everything lives inline with no reference split.
Suggestions
Complete the ShockTubeFNO1d code (the `...` placeholders in __init__ and "standard FNO layers" comment) or explicitly justify the abbreviation, since the rubric penalizes pseudocode without justification — this would lift actionability to 5.
Trim redundant restatements (the 'Why reflection padding works' bullets repeating the section intro, and the closing sentence of the frequency-band section) to tighten conciseness.
Consider moving the 'Future Directions (from literature)' table into a references file (or dropping it) so the SKILL.md body stays purely actionable guidance, improving the progressive-disclosure split.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is dense and earns its tokens — design choices with numbers ("local_kernel=7", "gate initialized at 0.3", "pad_size=32... 12.5% extension"), comparison tables, and no tutorials on basics Claude already knows. A few spots could be trimmed (the 'Why reflection padding works' bullets partially restate the section intro, and "This analysis reveals the fundamental spectral limit" is a filler transition), which keeps it at 4 rather than the lean anchor at 5. | 4 / 5 |
Actionability | The frequency_band_errors function is fully executable and the FNOBlock class is near-complete with concrete hyperparameters, but ShockTubeFNO1d is deliberately abbreviated ("# ... standard FNO layers ..." and literal `...` in __init__) and SpectralConv1d is used without definition — minor gaps versus the copy-paste-ready anchor at 5. | 4 / 5 |
Workflow Clarity | This is a design-selection skill rather than a linear procedure, and the "Architecture Selection for Different Shock Problems" table plus the viscosity/resolution table give an unambiguous problem → architecture → hyperparameter mapping. Not a batch/destructive skill, so no validation cap applies; it stays at 4 rather than 5 because there is no explicit training/evaluation sequence or checkpoints for applying the techniques end-to-end. | 4 / 5 |
Progressive Disclosure | No bundle files exist and the body is a well-sectioned, self-contained ~140-line overview with clear headers — appropriate structure for a single-file skill. The 'Future Directions (from literature)' table is borderline padding that could live in a references file, and at this length a split (e.g., full architecture code into a reference file) would be reasonable, which are the minor gaps that hold it at 4. | 4 / 5 |
Total | 16 / 20 Passed |