How I'm adopting Jev: 3 days on production systems, misses included.

How I'm adopting Jev: 3 days on production systems, misses included. Mapped 69 decision points in my stack, put Jev in shadow mode next to each one, and scored it against what was already there: • model routing: Jev 61/69, an LLM 61/69, my hand-written rules 23 • UI component routing: Jev 65% at 325 ms vs the LLM's 70% at 804 ms (that one stays in shadow) • form fill with agent-browser: 779/800 fields Only what wins gets promoted, behind a flag, with the LLM still deciding below the confidence floor. Two side results: Jev sorted my whole 93k-row knowledge library in one pass for $1.65, and a Pydantic AI typed client caught my hand-written client sending score criteria as a dict (422 on every call). Full write-up with the numbers and sources: https://x.com/yonyoniz/status/2101241236107542549