NandhaKishorM / laya
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.
NandhaKishorM / laya
Phocinae / Phocinae-Largha-150M-v1
ζζ΅·θ±Ή β Phocinae-Largha-150M-v1: a 144.3M bilingual decision model. Tiny model. Big decisions. ε°ζ΅·θ±ΉοΌε€§ε³ζγ
Fruank4 / laya-ort
Laya typed decisions on Linux x86_64 via ONNX Runtime
DeepAleph / jevreel
A zero-embedding approach to video intelligence, using Jev: contact sheets + typed decisions, as MCP tools and a skill for any coding agent.
nokia-applied-research / AnyJev
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)
fstandhartinger / jevbench
JevBench by Benchmark Heaven: benchmark and leaderboard for AI decision models, measuring typed decision accuracy, calibration, latency and cost.
pydantic / pydantic-ai
How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.
bespokelabsai / nimble
Local typed decisions, contrastive data curation, and model evaluation.
dgunning / edgartools
Read and analyze SEC EDGAR filings in Python. 10-K, 8-K, XBRL financials, Form 3/4/5, 13F, ADV β clean API, well-typed, MIT-licensed.
amywork777 / lipflow
Wispr Flow for your lips: hold a key, silently mouth words, and they're typed at your cursor. Runs locally on your Mac.
slavabars / decision-cascade
Local decision engine with typed, calibrated outputs (Noul/Choice/Score): cheapβstrong cascade, ECE/Brier calibration, SystemOne protocol interop. Apache-2.0.
PyGithub / PyGithub
Typed interactions with the GitHub API v3
yibie / awesome-jev
A curated list of public projects, integrations, and discussions built on Jev β TypeSafe AI's System One model for typed decisions.
dj-bolt / django-bolt
The fastest Python web framework, built on Django. Rust (Actix Web) HTTP server + async typed handlers + msgspec, with the full Django ORM, Admin, middleware and auth. 300k+ req/s, no gunicorn/uvicorn.
mizorewww / laya-coreml
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.
Mapika / decider
A family of System One-style models fine-tuned from Qwen3.5, designed for one-pass typed decisions with calibrated probabilities.
facebookresearch / brain2qwerty
Non-invasive decoding of typed sentences from MEG and EEG brain recordings using a convolutional encoder, transformer, and character-level language model.
AnotiaWang / awesome-decision-models
A curated list of decision models (System One / typed decision models): hosted APIs, open-weight models, runtimes, SDKs, applications, benchmarks, and papers.
mohit67890 / imajev
Open Jev-style typed-decision model that also takes images: photo + app state + typed questions in, calibrated probabilities out, locally.
allebee / jevk5
JevK5: open-weight alternative to TypeSafe Jev. Typed decisions with probabilities in one forward pass; Apache-2.0 weights and code.
AppitStudio / awesome-jev
Curated Jev resources and runnable examples for typed AI decisions.
charlesdove977 / claude-x-jev
Fast, cheap, typed decisions for Claude Code. Jev (TypeSafe's decision model on OpenRouter) sorts, checks, scores, gates and verifies at 0.3s and a fraction of a cent per item. Claude keeps the reading, writing and judgment.
yakisoba0728 / korail-mobile-api
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GodsBoy / jev-agent-skill-router
Typed, confidence-aware agent skill routing with TypeSafe Jev.
mizorewww / laya-mlx
Native MLX runtime for Laya typed decision models β 7β14 ms short decisions on M3 Max. No text generation, PyTorch, or cloud API.
dry-python / returns
Make your functions return something meaningful, typed, and safe!
datamodel-code-generator / datamodel-code-generator
Generate Pydantic v2 models, dataclasses, TypedDict, and msgspec.Struct from OpenAPI, JSON Schema, GraphQL, Avro, Protobuf, and raw JSON/YAML/CSV.
datachain-ai / datachain
The Context Layer for unstructured data: typed, versioned datasets over S3, GCS, Azure
typeddjango / django-stubs
PEP-484 stubs for Django
litestar-org / polyfactory
Simple and powerful factories for mock data generation
Xiaokang2022 / maliang
A lightweight UI framework based on tkinter with all UI drawn in Canvas!π¨
Rizzo-AI-Academy / rizzo-flow
The open, local take on Jev: typed decisions from an LLM, without generating a single token
angel291592 / Intent-Router
Intent compiler for AI agents β 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
typedef-ai / fenic
Semantic DataFrames for humans and agents
fabiocaccamo / django-extra-settings
:gear: config and manage typed extra settings using just the django admin.
7onez / cti-expert
CTI Expert β Cyber Threat Intelligence & OSINT analysis skill for Claude Code / Codex. 120+ commands, 57 techniques, 79 typed MCP tools, deterministic case pipeline + ICD-203 reports. No API keys required for core.
zeroSteiner / rule-engine
A lightweight, optionally typed expression language with a custom grammar for matching arbitrary Python objects.
typeddjango / djangorestframework-stubs
PEP-484 stubs for django-rest-framework
OmniJev / awesome-jev-gallery
π₯π₯ Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.
Heman10x-NGU / openJev-verdict-2.0
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)
NandhaKishorM / vegaml
Typed decisions from a frozen language model and a small physics engine: calibrated probabilities, conformal sets, 73k context, images.
rkinas / basal
Inference engine for basal: fast, calibrated typed decisions (choice / yes-no / score) for Polish and English
OmniJev / OneJev
ππ A multimodal System One decision model that gives calibrated answers to typed questions about screens, photos, video and text in one forward pass.
kshetrajna12 / reflex
A small open decision model: state + typed questions -> calibrated probabilities. A Jev / System One re-creation on Qwen3.5.
aaddrick / building-with-typesafe-jev
Unofficial skill that teaches coding agents to build with TypeSafe AI's Jev: typed decisions, calibrated confidence, and prior art from 150+ community projects.
apimart002w / ai-api-proxy-sdk-python
AI API proxy SDK for Python: retry with idempotency keys, rate-limit backoff, task polling, cost accounting and typed errors for OpenAI-compatible AI API gateways.
r33drichards / laya-vision
Image inputs for Laya: calibrated, non-generative typed decisions over images + text (SmolVLM-256M backbone)
sharziki / semdecide
Typed semantic decisions for Unix pipelines and CI, powered by TypeSafe AI Jev.
AboveColin / HA-Jev
Ask your house a question, get a number back. Home Assistant integration for TypeSafe Jev: typed answers as sensors, four actions for automations, and a conversation agent for Assist.
bnsd55 / jevmlx
Jev-style parallel constrained decisions for any MLX model on Apple Silicon. Typed, schema-valid JSON in one forward pass.
HITsz-TMG / JevEmbed
Meet JevEmbed β turn embeddings into decisions. Choose, score, and judge with your choice of embedding model.
bladedevoff / stuntd
Local proxy that learns your app's typed LLM decisions and answers them with a Laya head. Jev and OpenAI compatible.
ikermoel / open-alternative-jev
Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks
alanhuangyoo / OpenJev
OpenJev: open-source, local alternative to Jev. System-One decision models: typed questions in, calibrated probabilities out; general decisions and browser-agent steps.
agentscope-ai-java / interp-rpc
Typed RPC over a warm pool of PEP 734 subinterpreters β real parallelism, real error propagation, no hanging calls.
bydtesla1609 / graph-engineering
AI skill for typed, auditable workflow graphs, conditional routing, evidence-gated evolution, and validation. Includes full source, examples, and tests.
SAGAR-TAMANG / sarvam-jev
Generation-free typed decisions on Indic LLMs. An open Jev-style inference engine on sarvam-1: constrained logit readout instead of autoregressive JSON. Runs client-side in the browser.
Staatsgeheim / MathKernel
Evidence-aware multi-engine mathematics runtime for LLMs: exact, symbolic, formal, certified-interval and numeric computation with typed MathIR, trust labels, and full provenance
r-ms / mini-jev
mini-Jev: what a Jev-style typed-decision interface looks like on a frozen Qwen3-4B β read the option letter's logits instead of generating JSON. Preregistered experiment, results, teaching bench.
rekursiv-ai / priml
Strongly typed configurable building blocks for A/B testing ML research.