TypeSafe 自评：Jev 快 193 倍、便宜 444 倍
解读 TypeSafe 自家工作流评测数据，说明 Jev 并行评估多个有界决策、按输入 token 计费无输出费，让决策便宜到能塞进普通代码。
193.6X FASTER. 444.6X CHEAPER. Those are the results from TypeSafe’s own workflow evaluation of Jev. Not a universal benchmark. Not every task. The company itself says this is probably near the high end. But the mechanism behind the numbers is fucking important. A normal LLM generates words one token at a time. Jev evaluates multiple bounded decisions against the same state in parallel. TypeSafe currently lists it at $0.042 per million input tokens with no output-token charge. That changes what becomes economically possible. You can inspect every agent action. Score every support ticket. Route every request before paying for a frontier model. The breakthrough is not simply “AI got faster.” Decision-making became cheap enough to hide inside ordinary code.
这条是引用着另一条写的：x.com/fluixoo/status/2101672915984888306