mmbert

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

🌳 Groot 1 is a open typed-decision model, with a pure Bend engine. Beats Jev on zero-shot typed decisions (75.3% vs 73.7%).

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

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

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

Локальный движок типизированных решений (choice/score/noul) на Go + ONNX Runtime: ~322M параметров, один forward pass на батч вопросов, GPU/CPU, без Python в рантайме. Плагин и навык ZCode: измеренная экономия −48% входных токенов и −58% пика контекста на большом логе.

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.