Building a Codebase Classifier with Jev
A developer shares building a codebase classifier with Jev, suggesting it may solve overengineered code from agents, and asks what to test next.
Put a Decision Model Before the Shell: AI That Knows When It Doesn't Know
Before an AI coding agent runs irreversible commands like rm -rf, a decision model evaluates confidence; low confidence triggers a stop and human approval to avoid wiping production.
AI coding agent: "rm -rf $TARGET/" $TARGET = unset. One command can erase production. Instead, put a decision model before the shell. "irreversible: 0.33 confidence" Low confidence → STOP → human approval. The safety feature? AI that knows when it doesn’t know. #jev
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Testing apps with TypeSafe Jev & OpenCode
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