Show HN: BYOSM, Turn one sentence into a small specialist model

Category: ai-ml

Tags: model-training, automl, onnx, small-models, llm-orchestration

Score: 6.8/10 (Innovation: 7, Technical: 7, Documentation: 7, Utility: 6)

BYOSM takes a single task description sentence and automatically builds, evaluates, and ships a small specialist model that competes with LLMs on that specific job. It orchestrates open-source LLMs to generate training data, trains compact ONNX models, benchmarks them against rivals with confidence intervals, and offers deployment via Python, HTTP, Docker, or Hugging Face. The breadth of the pipeline (data discovery, health checks, cost/break-even analysis, containerized serving) makes it an unusually ambitious LLM-to-specialist-model automation tool.

Target audience: ML engineers, backend devs building model-powered features, and cost-conscious teams wanting to replace LLM calls with small specialist models

Repository: https://github.com/bsye/BYOSM · Python · NOASSERTION · 2 stars

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