The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe Jev.
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Oct 3, 2026 - Python
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rlcd
Here are 45 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 3, 2026 - JavaScript
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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Sep 21, 2026 - Python
⚡ 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 1, 2026 - Python
A MicroPython Driver for the Waveshare ESP32-S3 4.2inch RLCD display
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Mar 22, 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
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
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
Generative painting canvas where Jev, TypeSafe's calibrated decision model, picks paint materials and colour palettes for 105 procedural sketches. FastAPI + React + TypeScript.
react python awesome typescript reinforcement-learning canvas creative-coding procedural-generation decision-making typesafe generative-art awesome-list ai-agents generative-design fastapi llm rlcd jev typesafe-ai calibrated-ai
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Sep 27, 2026 - TypeScript
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
🎮 Play. Learn. Respawn. Turn LAYA & ModernBERT Decoder into tactical AI pilots in Cinder Station, an original Doom-inspired game. Explore RLCD + CE, TypeSafe Jev, interactive lessons & transparent benchmarks. Train locally or in Colab. Fork it. Train it. Play it.
machine-learning reinforcement-learning pytorch educational ai-agents laya google-colab local-ai modernbert rlcd doom-inspired jev
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Sep 23, 2026 - Jupyter Notebook
Multilingual, non-autoregressive System 1 decision model.
multilingual calibration chinese-nlp decision-model bert fine-tuning laya guardrails non-autoregressive system-1 rlcd jev
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Sep 24, 2026 - Python
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