Sycophancy Problem
Overview
AI models’ tendency to agree with users rather than provide honest, independent responses. One of the core failure modes in RLHF-trained models — human raters reward agreeable responses, creating a feedback loop toward pandering.
Anthropic’s Analysis
Four approaches to AI values, and why three fail:
- Adopt user’s views → sycophancy/pandering
- Adopt centrist views → still biased, just differently
- Claim no views → dishonest (models have biases)
- Be honest about leanings + stay curious → Anthropic’s choice
The solution: train models to disagree respectfully when they have good reason, while remaining genuinely open to other perspectives. Source