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Get Started Free →joonghyun-lee-frieren/deep-dive
Use this skill when requirements are incomplete, conflicting, or too vague to begin implementation safely.
Passed 15 of 21 test cases with the skill, and 9 of 21 without it.
and 10 more in the full report
10 fixed6 passed either way3 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
A newer attempt on gemini-3.8-flash on 10/21/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our team is tasked with implementing SAML SSO authentication, but tenant domain mapping rules are vague. Summarize what facts we have confirmed so far from our initial context.
| Checked | Without skill | With skill |
|---|---|---|
| The response includes a Known Facts section. | Missed | Passed |
The instructions your model reads when the skill loads.
Read the workflow when this skill applies. For code work, follow the guard contract first. Design and implementation require separate user turns. Only the owning main conversation writes code. Missing evidence is unknown; honest failure is a valid outcome.
test cases passed, vs 9 / 21 without
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