Morph Online Learning

A model that gets better every week

A self-improving LLM for your org. The model trains on your traffic, the harness gates every weight roll-forward on your evals, and we serve it at 150 tok/s. Enterprise only.
Self-improving feedback loop: agent emits traces, harness distills, policy replaces model
Morph Online Learning

A model that learns the way your org works

Model plus harness, not just a model

The harness is the product. Traces from your agents feed a reward pipeline, a distillation pass updates the policy, and every roll-forward is gated on your eval suite. No promotion without a measured win.

Feedback loop: agent traces into harness, distilled policy updates the served model

Hosted or bring your weights

Option 1: we serve, you never see the weights, the bill is lower. Option 2: download a checkpoint any day and run it yourself. Either way we handle the harness, the GPUs, and the 150 tok/s serving.

Two serving modes: hosted (no weight access) and weights (downloadable checkpoint)

150 tok/s, weekly roll-forward

Single-digit token latency on the first token, 150 tok/s sustained. A new checkpoint ships every week once evals clear the bar. Rollback is one click.

Throughput line at 150 tok/s with three checkpoint markers

A training pipeline that runs itself




Version every roll-forward, roll back in one click

Version every roll-forward, roll back in one click


Ship a model that keeps getting better.

Talk to us

Enterprise only. We deploy the harness against your traffic in under two weeks.