#peft

Every story tagged peft, newest first.

Magnifying lamp illuminates a green circuit board on a workbench surrounded by electronics tools and components

How to fine-tune a small language model with LoRA

Adapt a small open model to your task with LoRA and QLoRA: choose the right base, build a clean chat-format dataset, train lightweight adapters on a single GPU, read the loss honestly, and know when fine-tuning is the wrong tool entirely.

Ahmad J · Aug 12, 2026 · 4 min read