structured-output
TypeSafe launches Jev, a hosted model for bounded software decisions News
TypeSafe’s early-access Jev turns predefined choices, scores and probabilities into fast API calls, but its proprietary architecture and reliability claims remain unverified outside company-run evaluations.
Constrained Decoding: Forcing an AI to Stay Inside the Lines Lesson
Constrained decoding forces a language model's output to follow a fixed structure, such as valid JSON or a specific schema, by blocking any next word that would break the rules as the text is generated.
TypeSafe Python SDK Tool
The public client library for TypeSafe’s typed System One decision API; Jev access itself remains early-access and waitlisted.
TypeSafe Jev on Vercel AI Gateway Tool
A hosted typed-decision model exposed through Vercel AI Gateway and AI SDK 7's experimental evaluate API.
TypeSafe Jev on Cloudflare Tool
Cloudflare documents a live typesafe/jev third-party model surface for bounded choice, score, and Boolean decisions.
Mercury 2.5 Tool
Inception's diffusion language model, which refines a whole draft in parallel rather than writing left to right, reporting 1,107 tokens per second on standard NVIDIA GPUs with a 260K context window. Closed weights, available through Inception's API, Baseten and OpenRouter with 100 million free tokens.
Cactus Needle 3 Tool
Small sliceable models for structured extraction, embeddings and constrained function calling on devices.