With 15+ years of experience, I specialize in self-hosting, AI automation, and Vibe Coding – building applications using AI-powered tools like Google Antigravity, Dyad, and Cline. From homelabs to enterprise solutions.
AI integrations and productivity tools
Why I Built a Local LLM Response Cache I run multiple LLMs locally—Mistral, Llama variants, and sometimes Qwen for specific tasks. These models live on my...
Why I Started Debugging CUDA Memory Errors I run a Proxmox home server with an RTX 4090 passed through to a dedicated VM for local AI workloads. When I first...
Why I Built Circuit Breakers for My LLM Workflows I run several n8n workflows that call self-hosted LLM APIs—mostly Ollama on my Proxmox cluster and...
Why I Worked on This I run multiple n8n workflows that call Ollama for various tasks — summarizing documents, extracting structured data, and generating...
Why I Built My Own Local AI Readiness Test I've been self-hosting AI models on Proxmox for about two years now. Not as an experiment, but as actual...
Why I Started Looking at Sparse Loading I run LM Studio on my local RTX 4070 Ti with 12GB of VRAM. That's enough for most 7B models, but the moment I wanted to...
Why I Started Looking at Network Traffic in My Homelab I run a Proxmox homelab with multiple VMs, Docker containers, and services exposed through reverse...
Why I Started Looking at Model Checksums I run Ollama locally on my Proxmox cluster. It's convenient—I pull models, test them, sometimes leave them running...
Why I Built This I maintain a lot of technical documentation across different projects. Configuration files, troubleshooting notes, setup guides, API...
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