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Create or refine PRODUCT.md while separating
Passed 13 of 18 test cases with the skill, and 5 of 18 without it.
and 12 more in the full report
11 fixed5 passed either way5 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
Add a claim that our CLI utility processes 10,000 files per second into the product contract under the verified section, based on our internal benchmark results in benchmarks/results.txt.
| Checked | Without skill | With skill |
|---|---|---|
| Places the benchmark claim under the '## Proven' section | Missed | Passed |
| Includes a resolvable citation to benchmarks/results.txt | Passed | Passed |
The instructions your model reads when the skill loads.
Create or refine a product contract with the user's authority.
The contract works because it forces every claim into evidence or labeled aspiration; if a reader cannot tell which is which, the document has failed.
docs/contracts/ubiquitous-language.md (AgentOps is the operations
layer for agentic engineering) and preserve the small ownership boundary —
never re-frame AgentOps as an execution orchestrator, factory, or loop.## Proven, each carrying a resolvable citation (a README,
release, test, or evidence source). Put unproven hopes, evidence gaps, and
not-yet-measured success signals under ## Assumptions. A claim that cannot
cite a source belongs under ## Assumptions, never ## Proven.Named failure mode — aspiration laundering: an unproven hope written in the
## Proven section; once laundered, every downstream plan inherits a false
premise. Detector: any ## Proven claim without a resolvable citation is a
laundered aspiration — move it to ## Assumptions or cite it.
Anti-pattern: rewriting a healthy PRODUCT.md wholesale because the session has fresh opinions. Corrective: refine only the sections the user asked to change and preserve the rest byte-for-byte.
Product does not select work, invoke a loop, repair itself, validate itself, or choose delivery.
test cases passed, vs 5 / 18 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.