Jev 把混乱 agent 图变成受控决策循环
演示用 Jev 给分支打分、淘汰弱分支,让分数决定跑哪个模型、调哪个工具、重试哪条路,号称测试中快 193 倍、便宜 444 倍。
Jev Engineering is what turns a messy agent graph into a controlled decision loop. and up to 193x faster and 444x cheaper in tests. the video looks complex, but the idea is simple: Jev Engineering makes that decision explicit. state enters → routes get scored → confidence updates → weak branches die → strong branches keep moving → execution unlocks so instead of every agent improvising independently, the system keeps narrowing the graph. 0.00 → 0.41 → 0.68 → 0.80 → 0.93 and that score can decide: which model runs → which tool gets called → which branch retries → which result gets rejected that’s the point of Jev Engineering: don’t just give agents more intelligence. engineer how they make decisions. full breakdown guide below
这条是引用着另一条写的:x.com/0xricker/status/2102396090012115030