Fine-Tuning Is Overrated. Learn When It Actually Matters.

Author

Elvin Ng
June 03, 2026

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Fine-Tuning Is Overrated. Learn When It Actually Matters.

Every engineer building with LLMs eventually hits the fine-tuning question. The answer is usually "not yet."

In this free online session, Gauntlet AI Lead Instructor Aaron Gallant breaks down fine-tuning, PEFT, and QLoRA – what they actually do, what they cost, and when they're worth reaching for over prompt engineering or better context.

You'll walk away understanding how to synthesize training data from frontier models, how parameter-efficient techniques let you train on a laptop, and why the real bottleneck is always the data, not the model.

If you've been curious about fine-tuning but aren't sure it's the right move for your use case, this is the session.

Live. Free. No upsell. Wednesday, June 3 at 5 PM CT. Register here.