mmbert

Local-first privacy guard: anonymize your documents before sharing with LLMs.

Typed decisions from one encoder pass. Open weights, Apache 2.0.

Anonymize Italian legal text locally with reversible PII replacement to maintain data privacy while using AI models.

Stacked multilingual guardrail (mmBERT + Cohere c4ai LLM judge) for crisis detection in youth chat. 1st of 77 teams at the Bell x Mila x BuzzHPC x Kids Help Phone AI Safety Hackathon. F1 0.906, recall 0.969.

Free Laya AI Model API Gateway — sub-35ms deterministic inference, prompt guard, and classification API

Decidra - 决策原子化的多语言通用决策平台：把判断拆成类型化问题，一次前向传播得到带概率的答案，用置信门控决定自动执行还是升级人工

Multilingual personal-information detector: names, contacts and ID numbers as spans, plus document sensitivity (fine-tuned mmBERT-base)

Convert and deploy laya — the open, Jev-compatible System One decision model — on Rockchip RK3588 and NVIDIA Jetson Orin. Conversion recipes, measured latency, and a reproducible acceptance protocol. RK3588 509 ms · Jetson Orin NX 18.9 ms · 16/16.