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.
Technical notes, walkthroughs, and troubleshooting write-ups focused on self-hosting, automation, networking, and developer tooling.
# Running Multiple Quantization Levels of the Same Model: Dynamic VRAM Allocation in Ollama for Speed vs Quality Tradeoffs Why I Started Running Multiple...
# Building AI-Assisted Code Review Pipelines: Using Local LLMs to Validate Pull Requests Before Human Review ## Why I Built This I maintain several projects...
Why I Benchmarked the RTX 5090 Against My 4090 I've been running local LLMs on my RTX 4090 for over a year now. My setup includes Ollama for quick CLI...
Why I Built Custom Health Gates Instead of Using depends_on I run several containerized services on my Proxmox homelab that depend on PostgreSQL and MariaDB....
# Fixing Docker Bridge Network MTU Mismatches in Nested Virtualization: Resolving Packet Loss Between Proxmox VMs and Container Networks Why I Had to Fix This...
Why I Built This I run a Proxmox cluster with multiple Docker hosts managed through Portainer. Over time, I've deployed dozens of containers—some from...
# Debugging Docker Compose Health Check Failures in Multi-Architecture Deployments: ARM64 vs AMD64 Timing Differences and Timeout Tuning ## Why I Started...
Why I Started Tracking Power Consumption in Containers I run several ARM single-board computers in my homelab—mainly Raspberry Pi 4s and an Orange Pi 5....
Why I Started Looking Into Speculative Decoding I run LM Studio on my local machine for testing language models without sending data to external APIs. The...
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