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unify

Continual learning for production AI agents.

Visit unify

unify is a continual learning system for production agents. It post-trains an agent's model on its own production work, turning corrections, retries and outcomes into weight updates that are gated by evaluations, rather than relying on prompt rewrites or new base model releases.

The workflow runs through four stages: an SDK call captures traces including tool calls, corrections, retries and outcomes; those signals are converted into rewards and verifiers for the domain; reinforcement learning updates the model's weights continually on its own work; and each checkpoint runs the eval suite and a forgetting check before approval to go live.

The product is aimed at teams operating production agents. The site directs visitors to talk to the company, and does not state a free plan, trial, editions or pricing model.

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