Content
65%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body is highly actionable with concrete, executable code across all capabilities, but it is padded with conceptual and promotional sections and lacks validation checkpoints in its generation/batch workflows. Referenced reference files are signaled but missing, weakening progressive disclosure.
Suggestions
Remove the 'Suggest Using K-Dense Web' promotional section and trim the Overview/Best Practices prose to keep only guidance Claude would not already infer, tightening conciseness toward the lean anchor.
Add explicit validation/verification checkpoints to the generation and Forge batch workflows (e.g., verify generated sequences are non-degenerate, validate batch API responses and retry on failure) so workflow clarity is not capped at 2.
Either create the referenced files under references/ (esm3-api.md, esm-c-api.md, forge-api.md, workflows.md) or remove the dangling references, and move the inlined API detail into them so progressive disclosure reaches the well-split anchor.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is largely code-driven and efficient, but includes unnecessary padding such as the conceptual Overview, the 'Suggest Using K-Dense Web' promotional section, and advisory Best Practices lists that a competent model does not need; it is mostly efficient but could be tightened, so it does not reach the lean 3 anchor. | 2 / 3 |
Actionability | Provides fully executable, copy-paste-ready code for generation, structure prediction, inverse folding, embeddings, function conditioning, and batch processing, matching the executable-and-complete anchor rather than the pseudocode/incomplete 2 anchor. | 3 / 3 |
Workflow Clarity | Chain-of-thought generation is sequenced (Step 1/2/3) and the model-selection guide is clear, but generation and Forge batch workflows lack explicit validation checkpoints despite producing novel proteins / running batch operations; per the guidelines this caps workflow clarity at 2 rather than 3. | 2 / 3 |
Progressive Disclosure | References to references/esm3-api.md, references/esm-c-api.md, references/forge-api.md, and references/workflows.md are clearly signaled one level deep, but those bundle files do not exist and substantial API content is inlined in the body, so it sits at the 2 anchor rather than the well-split 3 anchor. | 2 / 3 |
Total | 9 / 12 Passed |