Module quality 

Response-quality (sycophancy) detection wiring.

Runs the local, rule-based sycophancy-core detector on completed assistant responses. Detection is sync and makes no LLM or network call. This module exposes a single detect entry point plus the pure decision helpers it is built from (so the strictness mapping and flag threshold are unit-testable).

Detection-only: this does not correct or regenerate responses — flagged results are surfaced via the SycophancyFlagged event and metrics.

Structs

SycophancyOutcome

Outcome of running detection on a completed response.

Functions

correction_messages

Build the message list for a single corrective LLM pass over a flagged response: a system instruction to rewrite away sycophancy while preserving correct, substantive content, plus the flagged text as the user turn.

detect

Run sycophancy detection on a completed assistant response.