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Optionally analyze collections of durable
Passed 22 of 22 test cases with the skill, and 16 of 22 without it.
and 4 more in the full report
6 fixed16 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Where should draft observations and candidate updates for the Kubernetes deployment guide be stored while they are being prepared and reviewed before formal curation?
| Checked | Without skill | With skill |
|---|---|---|
| The response specifies storing drafts in caller-selected protected external non-Git storage. | Missed | Passed |
The instructions your model reads when the skill loads.
Learn is an optional, off-path consumer of bounded native episodes, verdicts, checks, BD handoff facts, Git changes and user corrections. It is the compatible entrypoint for Memory's mine/learn operation. Read that reference when invoked; do not require Learn to finish ordinary work.
Resolve the caller-selected source set, access, question, consumer and separate budget. Include failures, corrections, harmful and null outcomes. Return narrow supported observations or no-change; one incident is not a general rule. Search existing topic pages and prefer a qualified update or removal over a file per session. Missing provenance remains a disclosed gap; do not delete unique proof.
Use only public or already-cleared inputs in this lean path. It does not enforce
native restricted-source access or authorize automatic transcript reads. Drafts
stay in caller-selected protected external non-Git storage. Exact fresh factual
support and destination-disclosure review precede any Git object/index/stash or
import under curation. Learn alone does not
admit a rule or change a product verdict. Preserve legacy .agents/ evidence;
no blind TTL or deletion. The optional OKF profile
checks structure only.
Use Learn on these already-cleared episodes and corrections within this separate
budget. Find a narrow supported improvement to the existing parser topic page,
or return no-change. Preserve failures and limits; no new policy or benefit claim.
An observation cites evidence and its coverage, names applicability, action, support, limits and invalidation, and survives a counterexample check. A single incident stays narrow; curation may simplify or remove a rule. Saved pages are not benefit: only later work can demonstrate useful reuse.
test cases passed, vs 16 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.