Kev makes Jev-style decisions self-hosted

Kev’s strongest pitch is control: developers can inspect, calibrate, fine-tune, and run decision models without outsourcing every judgment to a hosted API. But self-hosting does not make confidence automatically trustworthy; task-specific evaluation remains essential.

• –Drop-in compatibility with TypeSafe’s API lowers migration friction for existing Jev workflows.
• –Model sizes from 0.8B to 27B let teams trade latency, hardware cost, and accuracy.
• –Typed outputs and calibrated probabilities fit routing, moderation, scoring, and agent guardrails better than free-form JSON generation.
• –Open weights and training code make private-data adaptation practical for teams with labeled examples.
• –The video’s adversarial-testing angle is important: prompt wording, option design, and distribution shifts can still expose brittle decisions.