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Typed semantic decisions for Unix pipelines and CI, powered by TypeSafe AI Jev.

★ 739 forksPythonMITsharziki

Python CLI that brings typed LLM judgments to Unix pipelines and CI: is/choose/score/filter commands return predicates, routes, scores, and stable exit codes from TypeSafe AI Jev, plus a guard recipe for agent action safety.

Use Cases

Semantic grep over logs and incidentsRoute support tickets to queues by meaningScore answers against ordered rubricsFilter JSONL records by semantic predicate in CIAgent action firewall returning allow/escalate/blockGate CI steps on LLM judgments via exit codesChurn-risk or account-takeover signal detectionGrounding/completeness checks on model output

Built With

Language
Python
Frameworks
TypeSafe AI Jev

Tags

cli · unix-pipelines · semantic-judgment · llm-classification · jsonl · ci · agent-safety · guardrails · exit-codes · python · shell-integration · typed-decisions · confidence-threshold · prompt-free