The Breakdown

  • Unsloth slashes fine-tuning time and VRAM
  • GGUF runs on consumer hardware via llama.cpp
  • Open weights, no cloud dependency tax
  • Base model quality still dictates results
  • Technical barrier keeps normies out

Side Effects

big tech data harvesters filing complaints

Buy Instead

Pair with a Framework Laptop — modular, repairable, runs the quants forever.