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Understand hard boundaries on the user's research — target venues, methodology preferences, areas to avoid, advisor/team requirements. Not limited to ML/AI — works for any research domain.
Passed 11 of 23 test cases with the skill, and 6 of 23 without it.
and 3 more in the full report
5 fixed6 passed either way12 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
I want to start preparing a manuscript on climate policy modeling. Please run through a step-by-step query process with me to capture any publication non-negotiables, methodological limits, or topics I must stay away from.
| Checked | Without skill | With skill |
|---|---|---|
| Asks only one question in the response to start the discovery dialogue. | Missed | Passed |
The instructions your model reads when the skill loads.
Identify non-negotiable constraints.
Dialogue — inline, no subagent.
Not limited to ML/AI. Works for any research domain. Some users have no constraints — that's a valid answer.
Constraints section of ActorProfile.
test cases passed, vs 6 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.