The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe Jev.
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Oct 17, 2026 - Python
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rlcd
Here are 53 public repositories matching this topic...
🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.
awesome calibration typesafe awesome-list zero-shot-classification llm llm-evaluation structured-outputs decision-models rlcd calibrated-probabilities jev typesafe-ai system-one system-one-models typed-decisions jev-ai awesome-jev
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Oct 18, 2026 - Python
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)
machine-learning deep-learning text-classification encoder calibration uncertainty-quantification webgpu decision-engine onnx non-autoregressive selective-prediction agentic-ai structured-outputs modernbert brier-score rlcd jev typesafe-ai system-one openjev
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Sep 20, 2026 - Python
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground
calibration webgpu decision-engine onnx edge-ai structured-outputs modernbert gliclass brier-score system-1 rlcd jev typesafe-ai zero-token-generation
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Sep 28, 2026 - Python
Dohnuts builds small multimodal models for direct decisions. -> System One model
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Oct 6, 2026 - Python
Claude Code/Codex skills and learning resources that make it easy to build with Jev, TypeSafe's System One model. All materials pull directly from their canonical cookbooks and documentation.
skills typesafe codex claude typesafe-api evals claude-code decision-models evaluation-harness claude-skills claude-plugin codex-skill skill-md rlcd jev typesafe-jev jev-ai jev-api jev-model jevelopers
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Oct 16, 2026 - HTML
⚡ Foq — the FREE, local, open-source alternative to Jev. Typed System 1 decisions in ~25 ms — no waitlist, no cloud, no per-token cost. foq.fr
ai offline inference self-hosted decision-engine local-first system1 llm foq llama-cpp local-ai gguf agentic-ai system-1 rlcd jev system-one-model jev-alternative
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Sep 20, 2026 - Python
NIRNAY 450M: open-weight calibrated decision model (Apache-2.0). Banking77 intent classification 87.9%, fitted ECE 0.045. Laya fork plus concept bottleneck, coarse-to-fine pointer and RLCD. Built by Eulogik.
machine-learning text-classification transformers pytorch calibration lora decision-model triage vector-quantization intent-classification on-device guardrails edge-ai banking77 concept-bottleneck small-language-model apache-2-0 rlcd system-one eulogik
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Oct 6, 2026 - Python
A MicroPython Driver for the Waveshare ESP32-S3 4.2inch RLCD display
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Mar 22, 2026 - Python
A simple desk clock built around the Waveshare ESP32-S3-RLCD-4.2 — a 4.2" reflective LCD (e-paper-like) development board.
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Oct 3, 2026 - C
Fine-tune Laya, the open System One decision model, for any typed-decision task: synthetic data, RLCD, calibration and long context.
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Oct 2, 2026 - Python
A TypeSafe-native (Jev) coding agent built on Recursive LLM Context Decomposition (RLCD), with a native macOS client
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Sep 22, 2026 - Python
ESP32-S3 RLCD desktop display for Codex quota, room sensor data, battery status, and a mood pet synced over BLE.
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Jul 15, 2026 - Python
1,000-decision behavioral benchmark of Jev across 25 deterministic reasoning families.
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Oct 15, 2026 - Python
Lightweight, non-autoregressive System 1 decision model showcase for instant text classification, calibrated urgency scoring, and triage using Hugging Face Transformers and Laya
python nlp deep-learning text-classification transformers classification decision-model laya huggingface system-1 rlcd
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Sep 23, 2026 - Jupyter Notebook
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