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Turn a rough task into a launch-ready /goal brief — a verifiable spec with context-access, a verification plan, and a binary rubric — so a dispatched agent runs to completion unattended.
Passed 19 of 19 test cases with the skill, and 4 of 19 without it.
and 27 more in the full report
17 fixed5 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
Generate a binary rubric section for an agent tasked with migrating a database table from MySQL to PostgreSQL.
| Checked | Without skill | With skill |
|---|---|---|
| Formats every rubric item with pass/fail checkbox brackets. | Missed | Passed |
| Omits subjective terms like 'sufficient' or 'good' from rubric checks. | Passed | Passed |
The instructions your model reads when the skill loads.
Verifiability is the #1 determinant of whether a dispatched agent finishes. A /goal
launch only goes as well as the spec + rubric you hand it. This skill turns a rough ask into
a launch-ready brief so the agent can run to completion unattended — and so you stop
hand-assembling context every time.
Working model: every turn that isn't a
/goalshould be building the brief for the next one. This skill is that build. The output is a paste-ready brief, not the work itself.
State the done-condition as a binary check a human or script could evaluate with no judgment call.
The brief is a map; the agent works in the territory (real codebase, live constraints, the human's actual intent). The gap between them is unknowns — where a dispatched agent guesses. Surface all three non-obvious quadrants BEFORE emitting the brief, one move each:
grilling / a throwaway prototype) instead of asking in the abstract.List what the agent must reach AND the tool to reach it. Prefer live access over pasted dumps.
langsmith-cli
for traces, linear/gh/bws).test cases passed, vs 4 / 19 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.