Fine-Tuning Local LLMs in 2026 — Now Realistic on a Single Consumer GPU

Fine-tuning an 8B model on a single consumer GPU is now realistic. Here is the decision framework, hardware math, QLoRA workflow, and the pitfalls that sink real fine-tuning projects.