Tech Stack

ComponentTechnologyRationale
Programming LanguagePythonMost mature AI/ML ecosystem
Training FrameworkUnsloth / PEFT / MLXMulti-backend auto-adaptation, covering NVIDIA GPU, Apple Silicon, CPU
Training MethodQLoRA (PEFT)4-bit quantization, single GPU training, consumer hardware friendly
Model FormatSafeTensorsSafe (no pickle risk), fast loading, HuggingFace standard
Inference Runtimellama.cpp / OllamaCross-platform, lightweight, quantized model support
Configuration FormatYAMLHuman-readable, easy to edit
Package Managementpip / condaPython standard ecosystem