socratic_challenge
Generate adversarial counter-questions to challenge and strengthen any proposed answer, forcing revision and improvement through multi-pass stress-testing.
Instructions
TRIGGER: Call this when confidence score is < 80%, when making architectural decisions, or when the user asks to "stress test" an answer.
🏛️ Socratic Challenger — Generates adversarial counter-questions that force the model to defend, revise, or strengthen its answer.
This is the single most effective technique for making ANY model (even weak/open-source) produce better answers. It turns a single-pass response into a multi-pass stress-tested response.
Args: proposed_answer: The answer/plan/recommendation to challenge context: Additional context about the problem being solved challenge_depth: Number of adversarial questions (1-5, default 3)
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| context | No | ||
| challenge_depth | No | ||
| proposed_answer | Yes |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
| result | Yes |