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Fine-Tuning LLMs is a Huge Waste of Time

Devansh
April 18, 2026
Introduction

Republished with permission by Devansh, writer of AI Made Simple. Fine-tuning large language models (LLMs) is frequently sold as a quick, powerful method for injecting new knowledge. On the surface, it makes intuitive sense: feed new data into an already powerful model, tweak its weights, and improve performance on targeted tasks. But this logic breaks down for advanced models, and badly so.