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jevVIDEO

Jev makes continue, stop or review decisions inside a coding agent

An agent ran 240 test cases with 19 failures, and the author used Jev's Choice, Score and probability outputs to decide when the harness should continue, stop or ask for human review.

kozh ./
@mr_kozhArchived 28 days agoOriginally posted 2026.10.05
kozh ./ @mr_kozhOriginally posted 2026.10.05
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THE MOST IMPORTANT MODEL IN THIS AGENT DIDN’T WRITE A SINGLE LINE OF CODE. Jev’s job was to help decide what happens next. the build in this screenshot claims 55 minutes and $4.92. but the number that caught my eye was buried lower: 240 test cases. 221 passed. 19 failed. most agent demos stop at “it built the thing.” this one shows why the harness matters. a coding model builds. tests expose what broke. Jev returns bounded decisions a choice, a score or a yes/no probability. the harness decides when to continue, stop or ask for review. Jev doesn’t magically make the 19 failures disappear. it gives the system a way to make decisions about them without asking another chatbot to write “looks good.” the cheap build is the hook. the visible failures are the engineering. I broke down where Jev fits inside the agent stack below ↓

This post quotes another post: x.com/mr_kozh/status/2103131220884529370

x.com/mr_kozh/status/2106779629168087317Archived 2026.10.05 10:08