I spent weeks fighting Qwen3-TTS to get decent French voice cloning on my RTX 3090. Seed pinning, audio trimming, per-language prompts - nothing worked reliably. Then I found Chatterbox Multilingual, and everything just clicked.
A step-by-step guide to setting up Qwen3-TTS with GPU acceleration on Ubuntu Server. Complete with FastAPI wrapper, voice cloning via x-vector embeddings, and all the troubleshooting tips I wish I had when I started.
Deploy a 1.7B parameter TTS model with interesing featyures. No cloud APIs, no surprise bills, total data privacy.
Claude is expensive. Local models are free. OpenClaw delegates text generation to Ollama while keeping Claude for coordination. Here's how.
Setting up Fish Speech text-to-speech on TrueNAS SCALE with Docker and NVIDIA GPU support. Covers the gotchas I hit along the way.
I built a dual RTX 3090 server for local LLM inference. A Mac Mini M4 turned out to be 27% faster and 22× more efficient. Here's why memory bandwidth beats raw GPU power.
RAM prices hurt, power bills hurt more, and everyone wants to run local AI. The homelab of 2026 is smaller, smarter, and completely different from what we had five years ago.
Your AI assistant doesn't have to live on someone else's servers. OpenClaw runs on your hardware, connects to Telegram/Discord/WhatsApp, and keeps your data private. Here's how to set it up.
Choose the right AI system to unlock true potential. Paid tiers (like $20/month) offer advanced features for serious tasks. Open-source models provide control but require self-hosting and technical effort.
Explore the pros and cons of running AI locally versus in the cloud. Discover when to use edge AI, when to rely on cloud platforms, and how hybrid architectures combine the best of both.
GTC Paris 2025 highlighted NVIDIA's end-to-end AI stack: Blackwell GPU deployment, AI-Q Blueprint agents, and sovereign infrastructure scaling across Europe. As enterprise adoption grows, open-source frameworks like LangChain and AutoGen offer modular, hardware-agnostic alternatives.
Over the last two years, I’ve made a conscious decision to shift a significant part of my focus toward