Sycophancy

Measures and mitigates sycophancy in LLMs using contradictory-knowledge prompt triads and reinforcement training, building on a post-training-stage audit of open-recipe models. In preparation.

A governed multi-agent framework that embeds structured dissent into financial AI committees via the Disagree-or-Commit protocol, improving reasoning accuracy and risk awareness over consensus-seeking baselines.