Auditing agent loops with Jev and Claude Opus 5 earns $12,450 AUD
The author used Jev to find tool-call branches burning budget and Claude to rewrite runtime hooks, cutting four enterprise agents' monthly bills from $765 to $3.02 and landing a recurring retainer.
JEV AND CLAUDE OPUS 5 MADE ME $12,450 AUDITING PRODUCTION AGENT LOOPS Prompt → Claude Opus 5 → Jev triage gate → Runtime audit → Client retainer Jev decides which tool calls are burning budget. Claude handles the runtime fix directly in code. → 4 enterprise agent loops audited → $765/mo client bills dropped to $3.02 → 1 audit → $12,450 in recurring retainers → 33 hours of latency deleted per pipeline → 100% deterministic invariant verification I gave the agent the client's execution logs. Jev picked the wasted model branches. Claude Opus 5 rebuilt their hooks and eliminated the autoregressive tax. Jev picks the direction. The agent executes. The crazy part? The entire audit pipeline is automated. No manual log grepping. No guesswork on model confidence. Just: → Prompt → Jev audits the decisions → Claude rewrites the hooks → You hand over the savings I tested the workflow on real production teams and turned it into $12,450. Now cutting a company's AI bill by 99% is an afternoon consulting gig. → Jev decides → Claude executes → You keep the margin Copy the workflow and explore the full setup below ↓
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