How I used Python, MusicBrainz, AcoustID fingerprinting, and fuzzy matching to automatically tag 28,000 metal tracks, fetch album artwork, and embed it all — starting from a messy NFS share on a Sunday morning.
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.
Transform Authentik default UI into a cyberpunk glassmorphism portal with AI-generated backgrounds, glowing app cards, and smooth animations.
Deploy a 1.7B parameter TTS model with interesing featyures. No cloud APIs, no surprise bills, total data privacy.
How I replaced Microsoft Entra ID with Authentik for self-hosted SSO across Grafana, GitLab, and Portainer. Full control, better latency, zero cloud dependencies.
Setting up Fish Speech text-to-speech on TrueNAS SCALE with Docker and NVIDIA GPU support. Covers the gotchas I hit along the way.
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.
Built a DNS infrastructure with Docker Swarm, AdGuard Home and Unbound delivering 1ms response times, comprehensive ad blocking and complete privacy while maintaining Active Directory compatibility.
Fine-tuning open-source AI models for deep domain expertise in enterprise networking
A complete guide for deploying a real-time vehicle speed monitoring system using computer vision and machine learning on Ubuntu 24.04 Server.