TypeSafe's agent loop: one Jev request answers 5 routing questions in parallel
The post breaks down three ways the old agent loop wastes money and describes a new loop where code limits what the agent can touch, a single Jev request answers routing, difficulty, web need, sensitivity and reversibility in parallel, simple tasks skip the big model, and a second Jev call grades the result with high-confidence results shipped, medium ones sent to a human and low ones stopped.
this is pure f*cking treasure a TypeSafe AI research group finally drew the perfect agent loop, and it fixes the 3 ways every agent quietly burns your money: → it sends a $0.50 model to answer a $0.0001 question → it retries the same dead approach until you wake up → it approves its own work and calls it done what changed: before: one model reads the task, plans, picks tools, writes, checks itself, declares victory. every step billed at the top price. after: 1. code lists what the agent is allowed to touch 2. ONE Jev request answers 5 questions in parallel: which route, how hard, needs web, sensitive, irreversible 3. easy task? the big model never wakes up 4. hard task? it gets only the context for that branch 5. a second Jev call grades the result against the original ask 6. high confidence ships. middle asks a human. low stops the part that saves the money: when the agent can't do it, it says so. that costs nothing. every decision leaves a receipt you can replay, so you can find the exact step where the old loop started guessing. the big model is the writer. jev is the judge. code holds the keys. send this to the friend whose agent is running right now
This post quotes another post: x.com/0xtrackmind/status/2106788767960850798