🔥🔥 Papers, open reproductions and independent evaluations behind System One models and Jev.
Provider-neutral System One runtime for TypeScript and Pi
A source-reviewed gallery of JEV-related projects with 50+ GitHub stars — integrations, tools, open models, experiments, and ecosystem resources. Live gallery: beatapi.io/awesome-jev
Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible API. Ollama for decision models.
Research design for a Jev-native agent system:enable more options than jev provided with virtulization and paging, tool integration, external helper logits Top-k proposals with Jev-controlled fallback ,decision-aware hierarchical memory, and dependency-aware replanning.
Independent, reproducible benchmark: a decision model (jev), eight constrained LLMs, and deterministic baselines on typed decisions - accuracy, calibration, latency, cost, failure modes
ReflexBench — open benchmark and evaluation harness for System One models and typed decision engines
Open schemas, recipes, templates, examples and agent tooling for Brida Reflex.
Self-hosted, Jev-compatible decision-model API — one /v1/systemone endpoint, open weights (Laya, kev), one Docker image per engine.
Black-box reverse engineering research archive for the Jev decision model
Train lightweight language backbones for typed decisions and candidate probabilities. CE/Brier training, evaluation, and an offline end-to-end demo.
Self-hosted gateway for LLMs and decision models. Claude Code, Codex, OpenCode and any OpenAI/Anthropic SDK app reach any provider (OpenRouter, Groq, Ollama…) with context pruning; Jev and open-rlcd System One decisions get audit and calibration. Live dashboard, single Go binary.
Curated directory of real-world tools, interactive video teardowns, empirical benchmarks, and fast System One decision models.
Your hardware. Local decision models. Turn messy state into typed choices, scores, and yes-no calls over TypeSafe-compatible HTTP and MCP. No cloud bill.
Daily curated Jev AI projects, System One community models, and real-world use cases.
Provider-agnostic TypeScript SDK for decision models — typed answers with calibrated uncertainty, instead of text you have to parse. Pre-release, not on npm yet.
Code for JevOut: Natural Context Can Flip Decision Models
Finite-sample guarantees for Jev (TypeSafe's System One). Conformal risk control turns calibrated probabilities into certified routing thresholds; prediction-powered inference audits them. 2,412 decisions on CLINC150 for $0.23 — including the shift and prevalence cases where the guarantee breaks.
1,000-decision behavioral benchmark of Jev across 25 deterministic reasoning families.
Open models, libraries, tools, and applications for Jev and System One decisions.
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