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#fine-tuning

Posts tagged #fine-tuning

Updated Oct 28, 2026 · 9 min read

How to Fine-Tune an Open-Weights LLM: A Hands-On Guide Using Inkling

A hands-on guide to fine-tuning an open-weights LLM with Thinking Machines' Inkling. Includes a fine-tune vs RAG vs prompt decision tree and the ROI math most guides skip.

Sandeep Panda

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