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I’ve been paying too much for repeated LLM calls, using retries and checks to make inconsistent outputs usable.

Evaluationby blake2026-09-17
I’ve been paying too much for repeated LLM calls, using retries and checks to make inconsistent outputs usable. Now I’m building what I call Jev Gates... before an LLM-driven workflow takes a critical action, Jev evaluates specific decision criteria. Code applies the thresholds and hard checks; uncertain cases go to review. Fewer blind retries. Explicit gates before action. Deploying across our stack.
open source

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Return probabilities, not labels — 80/10/10 beats "orange"I’m building Aurapunk, an open-source multi-agent IDE.Tested jev against deepseek v4.1 flash on norwegian text.