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🚀 Advanced Concepts & The PaiX Vision

3 Docs

An Introduction to Fine-Tuning Your Own Models ⚙️

Last Updated: June 24, 2025

Introduction: Teaching Your AI a New Skill 🤔 You have successfully built a private AI lab and learned to use powerful, general-purpose models. The next frontier isn’t just using AI; it’s shaping it. Fine-tuning is the process that allows you to move from being an AI user to an AI trainer, taking a smart, generalist...

Optimizing Performance: Quantization and Model Pruning Explained ⚡️

Last Updated: June 24, 2025

Introduction: Getting More for Less 🤔 You have a powerful local AI lab, but how can you get the absolute best performance from your hardware? How is it possible to run a massive 70-billion parameter model on a consumer graphics card? The answer lies in optimization. Optimization techniques are the secret sauce that makes models...

The StarphiX Vision: From DIY Homelab to a Professional PaiX Local Workstation ✨

Last Updated: June 24, 2025

Introduction: You Have the Keys to the Kingdom 🔑 You have reached the summit of this pillar. You’ve explored the philosophy of sovereignty, you’ve learned the hardware, you’ve installed the software, and you’ve built powerful, private workflows. You now possess the knowledge that very few people have: the keys to build and control your own...