Jev Founder's 12-Page PDF: 10-Step Blueprint for a Fast Decision Layer Around Any LLM

blaizedsouza · x · 2026-09-25

Jev founder Diogo Almeida released a 12-page PDF: a 10-step blueprint for building faster, cheaper, more controllable AI systems around Claude, Codex, Grok, or any LLM. Key steps: split responsibilities (LLM generates, Jev makes bounded decisions, deterministic code keeps authority), feed only relevant evidence instead of full conversations, pick the right primitive (Choice for routing, Score for rubrics, Noul for probabilities), decompose giant eval prompts into atomic typed questions, and put Jev before the LLM for context selection.

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