Content
86%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 well-structured, actionable body that leads with a tight overview and supplies executable code for install, model access, quick start, tile validation, and optional-dependency loading, while correctly offloading detailed API and whole-slide mechanics to two real one-level-deep references. The only meaningful gap is the absence of an inline validation/retry loop for the batch whole-slide workflow.
Suggestions
Add an explicit validate→fix→retry checkpoint into the whole-slide workflow steps in SKILL.md (e.g. verify batch shapes/coordinates before concatenation), rather than leaving it only in the reference, since batch operations should have an inline feedback loop.
Tighten the Overview architecture paragraph (the TCGA '28,664 slides across 32 cancer types' figure and the enumerated frozen-embedding list) to the minimum needed for the gene-router/source concept, moving the rest to references/api.md.
In the Embedding sources table, fold the one-line 'Each gives a different view of gene identity' guidance into the table or a single sentence to remove a lightly padded explanation line.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean and mostly efficient; the architecture paragraph (LoRA backbone, cross-attention decoder, router hypernetwork, the five frozen embeddings) is genuinely model-specific rather than Claude-known padding, though a few lines (e.g. the TCGA atlas figure) could be trimmed without loss. Not a 5 because minor trimming remains possible. | 4 / 5 |
Actionability | Fully executable, copy-paste-ready guidance throughout: `uv pip install deepspotm==1.0.0`, `huggingface-cli login`, the quick-start `from_pretrained`/`predict_genes` snippet, a `require_tile` validator, and a `load_deepspotm` optional-dependency loader covering the common cases. | 5 / 5 |
Workflow Clarity | The whole-slide workflow gives a clear 4-step sequence and the tile-requirements section includes an explicit boundary validation checkpoint (`require_tile` raises on wrong size). Not a 5 because the batch workflow's validate→fix→retry loop is deferred to the reference rather than stated inline. | 4 / 5 |
Progressive Disclosure | Clear overview with well-signaled one-level-deep references to real files: `references/api.md` (full call surface) and `references/whole_slide.md` (worked loop), both verified present, with detailed content appropriately split out of the body. | 5 / 5 |
Total | 18 / 20 Passed |