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All decision model projects

2823 public apps, SDKs, integrations, demos and write-ups built on decision models. Projects with working code come first.

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  • vLLM Semantic Router's Apache-2.0 decision models (0.6B to 27B) answering up to 64 typed questions per input in one forward pass.

    ModelbetaPython
  • OpenAI's Decisions API: GPT-6 Luna answers Noul, Choice and Score questions about text, JSON or images with a probability per option.

    Servicebeta
  • Superagent's Apache-2.0 security decision model from AutoJev-27B, scoring options for injection, tool calls, code and alerts.

    Modelbeta
  • Upstage's beta decision model on Solar Mini 4 with a 512K context and Jev's request format, offered on OpenRouter.

    Modelbeta
  • Software development framework for coding agents that hands dependency vetting, completion gates and debugging decisions to Jev.

    Library
  • Hosted decision model state-decider-1 answering Noul, Choice and Score via /v1/systemone, compatible with the TypeSafe SDK.

    Library
  • Inception's decision model on OpenRouter, with a free route, cited by Inception at up to 14 decisions per second.

    Model
  • Small personal model trained in the spirit of Jev; few public details beyond a one-line description.

    Model
  • SGLang's native /v1/decisions and /v1/systemone endpoints that read option probabilities from a validated chat model's next-token scores.

    ServicePython
  • Respan's behaviour classifier for AI traces that returns present, absent or not observable for each plain-language behaviour you define.

    Model
  • Audio-native decision model for live voice agents that picks respond, wait, yield, backchannel or escalate straight from call audio.

    Service
  • Microsoft's hosted decision model announcement, claiming top accuracy on 36 benchmarks and low latency versus GPT-6 Sol.

    Benchmarkproduction
  • Retrospective test of Jev 1.13 classifying 8,054 Kepler Objects of Interest against hidden NASA Exoplanet Archive dispositions.

    Benchmarkresearch
  • Blog benchmark testing Jev against Mistral Small and Gemini Flash-Lite at validating local event listings, with cost and latency.

    Benchmarkresearch
  • Independent leaderboard grading Jev and six LLMs on the same typed questions against human labels, with open per-decision data.

    Benchmarkresearch
  • Static benchmark dashboard comparing Jev with two OpenAI Luna settings on Japan's 2026 university Common Test.

    Benchmarkresearch
  • LangWatch comparison of Jev against seven open models under 1B on 15 decision tasks, with intervals, latency and contamination checks.

    Benchmarkresearch
  • Working paper placing a text judge beside a live trading system as a read-only signal, comparing Jev and Claude as blind headline judges.

    Paperresearch
  • Paper testing, without labels, whether Jev's probabilities obey probability axioms such as P(X) + P(not X) = 1.

    Paperresearch
  • Paper on where Jev and Laya fit in LLM pentest agents: finding adjudication, severity recalibration, pruning and confirmation loops.

    Paperresearch
  • Paper introducing an encoder-only System One model for Chinese with domain fine-tunes and the CJ-Bench benchmark.

    Paperresearch
  • Paper evaluating zero-shot Jev 1.13 on 37 datasets against Qwen and Gemma option probabilities, with code and raw responses released.

    Paperresearch
  • Paper testing Jev, Laya, Decider and Nimble against classifiers and LLM judges on prompt injection and risk screening.

    Paperresearch
  • Paper introducing PixelJev, a native-image decision interface on small open multimodal models with few-shot adaptation.

    Paperresearch
  • arXiv paper surveying 2,170 public Jev GitHub projects to map ecosystem growth, application domains and decision-use patterns.

    Paperresearch
  • Paper introducing an adversarial benchmark for decision models: one appended opinion flips 12.1% of Jev 1.13 decisions.

    Paperresearch
  • Paper auditing 28 early Jev papers and proposing a 14-item checklist for evaluating typed decision models.

    Paperresearch
  • Independent paper testing Jev's self-reported fields against ground truth, finding a collapsed verdict vocabulary and misleading flags.

    Paperresearch
  • Unaffiliated directory of Jev plugins and tools ranked by stars, with a tutorial and a Laya vs Jev vs Kev comparison.

    Articleproduction
  • Official TypeSafe cookbook showing how to judge retrieved passages with Jev before passing them to an answering model.

    Articleproduction