Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
Top TYPED GitHub Repositories & Tools (2026)
Discover the most starred and trending open source tools tagged with #typed.
Intent compiler for AI agents โ converges vague requests into typed IntentSpec contracts (probe, ask, or halt before routing), the input layer for routers and typed-decision models like Jev & Laya
Native MLX runtime for Laya typed decision models โ 7โ14 ms short decisions on M3 Max. No text generation, PyTorch, or cloud API.
Local Laya typed decisions on Apple Core ML and Neural Engine. Validated ports, ~5 ms short decisions on M3 Max, reproducible speed and energy benchmarks.
Typed decisions with TypeSafe's Jev, the first System One model
JevK5: open-weight alternative to TypeSafe Jev. Typed decisions with probabilities in one forward pass; Apache-2.0 weights and code.
Generate Pydantic v2 models, dataclasses, TypedDict, and msgspec.Struct from OpenAPI, JSON Schema, GraphQL, Avro, Protobuf, and raw JSON/YAML/CSV.
Fluent testing assertions for Java and the JVM
Fully typed LMDB wrappers with minimum overhead ๐ฆ
Extra strict and opinionated rules for PHPStan
Swift SDK for running chat, vision and speech models on iPhone and Mac with Apple's Core AI. Model download and caching, FoundationModels integration, and runnable examples with documented OS, SDK and model requirements.
Geometries for 3D rendering: planes, grids, solids, polyhedra and outline paths, with normals, UVs and cell indices (faces). Perfect if you want to supercharge your dependency folder... with 20KB of geometries.
A fast, statically-typed interpreted language that blends Rust-like syntax with Python's ease of use. 2-10x faster than Python, with type inference, monomorphization, and constant folding.