MelmacJudge the model, not the benchmark.
Behaviour classifiers and judges that score what the model actually did on your work.
The problem
Benchmarks do not match your work.
Evals drift away from production.
A score with no decision attached.
What it does
Classify, judge, decide.
- Behaviour classifiers.Confabulation, looping and refusal, detected from signals.
- Judges.A model grades the output against a rubric you write.
- Per-run verdicts.Every run gets a verdict, not a quarterly score.
- Feeds the Controller.A failed verdict can kill or reroute the next run.
Illustrative.
Pairs with
It works better with the rest.
Start here
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One price, agreed before anything runs. You pay when it is done.