calibration

An autonomous research system that runs on a single workstation and aggressively checks its own claims with adversarial self-verification, replication, and calibration audits.

An open-source Python tool that turns multi-persona AI debate into pre-registered, time-anchored predictions and scores each seat against reality with Brier-style calibration. It includes a CLI, sample workflows, docs, and examples, plus a BYOK design for running on your own model key.