How it works
The loop, deployed inside your walls.
One workflow to start, your tools as the judge, and a system that keeps its own score from there.
Workflow03 stages
- 01Task definitionINPUT
- 02Context trainingWEIGHTS
- 03EvaluationCRITERIA
SpecificationVerification
01Stages
01
Pick the wedge
One painful, measurable workflow — usually verification and debug — with criteria agreed up front.
02
Close the loop
Your own tools become the verifier. The model is trained in place, on the traces that loop produces.
03
Let it compound
Every run leaves evidence behind, so the next task starts from a stronger model than the last.
02Evaluation
Measure the work that matters.
Task-relevant measures, agreed before training starts.
Correctness
Against spec and verification intent
Review effort
Time and iterations to sign-off
Runtime cost
Compute, tokens, latency
03Boundaries
Sovereign by default.
It runs on your compute, behind your firewall. The weights it earns are yours.