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Get Started Free →Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me".
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-20 | ✓→✗ | ▼ Worse | -73% | 0% |
| case-21 | ✓→✗ | ▼ Worse | -44% | 0% |
| case-22 | ✓→✗ | ▼ Worse | -59% | 0% |
| case-02 | ✗→✗ | ＝ Same ✗ | -52% | 0% |
| case-03 | ✗→✗ | ＝ Same ✗ | -39% | 0% |
Interview me relentlessly about every aspect of this plan until we reach a shared understanding. Walk down each branch of the design tree, resolving dependencies between decisions one-by-one. For each question, provide your recommended answer.
Ask the questions one at a time.
If a question can be answered by exploring the codebase, explore the codebase instead.
Other measured skills in the registry, with their headline benchmark lift.