# malicious approval — X 热门讨论 (2026-09-25 01:58 UTC)
## @hanakoxbt (Hanako) · 09-24 22:22 · ♥33 ↻3 💬2 Jev has been exploding in popularity recently.
If you already have access to the Jev API but aren't sure how to start experimenting with it, just copy this checklist:
1. jev-ultrafast Browser Use's fastest agent. Jev decides the next action and which element to click, and a language model is only called when text has to be typed. https://t.co/MLq5c1qoUf
2. typesafe-mario Jev plays Super Mario Bros. from structured emulator state, choosing every action from features pulled out of the game. https://t.co/osb6C4GVsH
3. jev-plays-pokemon Reads Pokémon Red's game state as text, answers typed questions each turn, and lets plain code turn the answers into moves. https://t.co/8Gv7h2BT7h
4. jev-drone A camera-only autonomous drone in MuJoCo with a Jev judgment model sitting in the control loop at 2.5 Hz. https://t.co/gAfl9L8Wwm
5. robo-harness A real SO-101 robot arm workbench where Jev picks bounded joint steps from typed candidate actions under a spend budget. https://t.co/juBrVjaxw8
6. fast-jev-compaction Claude Code plugin that replaces the compaction summary with Jev decisions, scoring every tool call for whether it is still needed. https://t.co/imPaJJCT2A
7. jev-claude Routes Claude Code's own judgment calls through Jev: typed choices with probabilities at plan approval, on questions, and before risky commands. https://t.co/129cYIuwNQ
8. is-malicious Supply-chain check before you run anything: Jev Noul checks over source and build files, returning the implicated files and lines. https://t.co/d70VwDjqj9
9. sqlite-jev Jev inside SQL. Noul, Choice and Score judgments exposed as SQLite functions, with confidence on every row. https://t.co/wHkDxc9cOH
10. jevinci Paints images by having Jev predict every pixel's colour in parallel, with confidence deciding how wide each stroke is drawn. https://t.co/NJFxMvLCXL
Copy these complete Jev blueprints - then read full Jev setup below ↓ ↓ > 引用 @hanakoxbt: Jev Engineering: How to Stop Paying a Frontier Model to Make Yes-or-No Decisions (full course) https://x.com/hanakoxbt/status/2103248787141546245