lucapgt / edgedecision

Local voice control for Home Assistant on a Raspberry Pi 5: streaming speech-to-text (EdgeSTT) and a small non-generative decision engine (EdgeDecision). 9 languages, no cloud, no LLM.

r33drichards / laya-vision

Image inputs for Laya: calibrated, non-generative typed decisions over images + text (SmolVLM-256M backbone)

liwushu128-debug / grade-images

Grade Image / Grade Images — deterministic, non-generative photo color grading and RAW development for Codex with strict structure, identity, and texture preservation.

mpnikhil / dev-0.4b

Dev (dev-0.4b): a 0.4B bidirectional decision model on ModernBERT-large for routing, yes/no verification, and 1-5 rating. Non-generative single forward pass with calibrated confidence.