AI & Machine Learninglazniak/jevskill
jev
Use the Jev decision model (TypeSafe System One) for bounded decisions inside coding workflows: routing, triage, classification, gating, rubric grading, ranking, and reducing large data before it reaches the main model. Load it when the answer is one of a fixed set, when data is too large or noisy for context, when the same judgement repeats, or when an irreversible action needs a cheap check. Jev emits no text — never use it for prose, code or summaries. Triggers: classify, categorize, which of these, route, triage, gate, should we, rank, prioritize, grade, too many logs, reduce the data, save tokens, batch decisions, is it safe to.