Vibe Coding Discoverlaya
View on GitHubNon-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
Python library for fast, calibrated typed decisions over text, including classification, scoring, and yes/no probabilities in a single model pass. It routes requests to English or multilingual checkpoints and supports HTTP, MCP, and LangChain integrations.
Use Cases
Support ticket triageEmail classificationContent moderationUrgency scoringChurn-risk detectionStructured decisions over documentsMultilingual text classification
Built With
- Language
- Python
- Frameworks
- PyTorch · Hugging Face Transformers · LangChain · LangGraph
Tags
decision-model · classification · multilingual · calibrated-probabilities · zero-shot · routing · typed-decisions · single-pass-inference · MCP · LangChain