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taskdistill

A tool that watches how you actually use an expensive AI model on one task, then trains a small local model to handle most of those calls itself, falling back to the big model only when unsure.

View b0yko/taskdistill on GitHub
GitHub stars
3
Forks
—
Language
Python

Project details

Repository
b0yko/taskdistill
Licence
Apache-2.0
Primary language
Python
Catalog status
Available
Catalog check
2026-11-13

Repository description

Distil an expensive LLM API call on a narrow task into a small local model: capture traffic, curate, LoRA fine-tune with MLX on Apple Silicon, evaluate against the teacher, and serve an OpenAI-compatible cascade that escalates low-confidence requests.

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