MelmacKill the run before it costs you.
It reads signals from inside the model, predicts which runs will fail, and stops them early.
The problem
The most dangerous hallucination looks right.
Loops burn budget quietly.
You find out at the invoice.
What it does
Read. Predict. Kill. Reroute.
- Reads signals, not text.The signal is inside the model, before the answer looks wrong.
- Predicts in the first 50 tokens.Enough to decide whether the run is worth finishing.
- Kills the run.The rest of the output is never generated.
- Reroutes the job.Another model finishes it, and the price holds.
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.