Unsloth
Episodes
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#5393: Fine-Tuning a Model on 100 Hand-Edited AnswersYou don't need 10,000 examples to make a model sound like you. The real number is closer to 100 — if the edits are opinionated.Main topic -
#5412: Editing vs. Note-Taking for AI Fine-TunesHand-editing a model's output gives three training signals at once. Writing notes gives one — and a weaker one at that. -
#5411: Fine-Tuning at 4-Bit vs 16-Bit: What It Really CostsQLoRA cuts fine-tuning VRAM 15x and cost up to 85% — but you pay in training time, quality, and safety alignment.