🔥🔥 Papers, open reproductions and independent evaluations behind System One models and Jev.
The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe Jev.
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)
A MicroPython Driver for the Waveshare ESP32-S3 4.2inch RLCD display
A simple desk clock built around the Waveshare ESP32-S3-RLCD-4.2 — a 4.2" reflective LCD (e-paper-like) development board.
ESP32-S3 RLCD desktop display for Codex quota, room sensor data, battery status, and a mood pet synced over BLE.
⚡ Foq — the local, open-source alternative to Jev: typed decisions in ~25 ms, 100% local, 2.2 GB model. foq.fr
AI desk companion for Waveshare ESP32-S3-RLCD-4.2, showing Feishu/Lark calendar, weather, music, Codex status, reminders, and local animations.
Position paper: the Hidden-Markov and fuzzy primitives missing from TypeSafe AI's Jev and System-One decision models. Two lemmas, one principle (Deferred Crispification), one architecture (BSF-S1).
ESP32-S3 reflective-LCD indoor air-quality station using the Sensirion SEN66, WeatherAPI, RTC, alarms, and a local web interface.
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