Jev + Claude routing test: 444x cheaper in production
In production tests, letting Claude only write text and code while Jev handles routing, context pruning, permissions, verification and judging ran 444x cheaper and 193x faster.
Jev + Claude is an absolute gamechanger... In production tests, it ran 444x cheaper and 193x faster than letting an LLM make its own routing choices The core rule: Claude only writes words and code. Everything else becomes a typed mathematical decision handled by Jev: > Route task: Jev picks the branch and execution model in ~35 ms > Prune context: pulls 20 files, isolates the 2 that matter before a single token is burned > Gate permissions: verifies shell commands and tool calls with zero hallucinated permissions > Check truth: every claim in the diff is scored against source files; weak logic is dropped > Judge output: confident passes merge automatically; only uncertain edge cases escalate The economics are the whole point: - 1000 decisions on a frontier model: ~$12.00+ - 1000 decisions on Jev: ~$0.044 Jev Engineering optimizes decision latency, cost per fork and branch survival A whole day of autonomous agent decisions stops costing dollars and starts costing cents
This post quotes another post: x.com/zer0point_eth/status/2104626660196683961