vegaml ships a full open-source toolbelt: cascaded inference, calibration, MCP server

kalyan_kpl · x · 2026-10-16

The Apache-2.0 project vegaml (215 stars) shipped a full toolbelt in one week: CLI, HTTP/MCP servers, Docker, ONNX export and a torch-free MLX engine for Apple silicon. It turns frozen 0.8B/4B models into typed decisions — choices, 0-1 scores, probabilities — with calibrated probabilities, conformal answer sets and explicit abstain flags, plus a 0.8B→4B→human cascade, a calibrate() refit on 30 of your own labels, and LangChain/LangGraph integration.

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