@ArchimedesLore describes a Jev decision pipeline: STATE, typed questions, Jev System One, a 0.85 gate, then deterministic code.

Guide with video. STATE packs the inbound case into typed cards across 12 use cases (email, meetings, contracts, leads, trading). TYPED QUESTIONS stacks 7 asks on the same state in one shot: Choice folder, Noul worth_reply, Score urgency, Choice action, Score viral_fit, Score lead_quality, Choice next_worker. Jev System One runs choice, score, and noul in parallel, 256 ms median, zero output tokens. GATE routes each answer at 0.85. CODE acts on the typed label. The post states 10,000 decisions at $0.42, with the LLM writing, Jev deciding, and code acting. For people laying out that pipeline.