decision-models

Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible API. Ollama for decision models.

🔥🔥 Papers, open reproductions and independent evaluations behind System One models and Jev.

A source-backed Jev / System One knowledge map: projects, papers, evaluations, robotics, and social discovery.

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

Provider-neutral System One runtime for TypeScript and Pi

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

Run fast, typed AI decision models behind one API. Choice, score and yes/no decisions with multiple engines and hardware backends.

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.

Curated directory of real-world tools, interactive video teardowns, empirical benchmarks, and fast System One decision models.

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.

Seven decision models, measured as the candidate list grows, the option order changes, and the wrong answers stop being obvious.

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.

The decision plane for AI agents. Rules and small calibrated models make the routine decisions, the LLM is reserved for the steps that need thought, and every step is traced.

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.

Daily curated Jev AI projects, System One community models, and real-world use cases.

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.