Jev 给 Claude Code 加决策与安全闸门

Zero @zer0point_eth原推发布于 2026.10.08

在 X 上打开原推

Jev + Claude... I still can't believe how broken this combination is I packed the reasoning of Claude and the speed of Jev into ONE workflow - now 99% of traditional AI coding agents look slow, dumb, and expensive The pipeline is completely seamless: prompt → Claude plans → Jev decides & scopes → Claude writes diff → Jev validates → result → Jev strips routing from Claude: the LLM never decides *which* file to touch or *when* to retry; it only writes the implementation → Pre-flight context pruning: instead of dumping an entire repository into Claude's context, Jev isolates only the 2-3 required files in ~35 ms → Bounded terminal safety: shell commands, npm installs, and git operations pass through a typed Jev gate before executing → Zero-hallucination verification: a Jev Noul check mathematically confirms that every function and import in the diff exists in your codebase → Hard confidence gates: ≥0.90 confidence merges automatically, 0.60-0.89 requests a 1-click review, <0.60 halts immediately → Runs directly inside Claude Code or Cursor while cutting token consumption by ~75% Most developers give Claude raw terminal access and pray it doesn't break production Pairing it with Jev turns an unpredictable chatbot into a disciplined software engineer everyone will call "obvious" by 2030