Verifier
The Preconditions for Improving LLM Multi-Agent Accuracy
Run several agents and you get more accurate? Only half true. Models trained on the same data fail in the same places. Multi-agent works under two conditions — design for error independence, or, in a verifiable domain, stand up a verifier outside the LLM.
Class 7. Flipping Sycophancy — Balancing Prompts and Verifiers
Give opinions and it flatters; give facts and it fixes. How to use sycophancy bias not as a bug but as an asset.