Building the Context Guard plugin for Google Antigravity IDE to track real-time prompt/cache token telemetry, detect auto-compaction, and automate handover checkpoints.
Configuring NVIDIA RTX 3060 (12GB VRAM) drivers and Docker runtime on Unraid 7 for Tensor Core local LLM inference, Frigate NVR object detection, and media transcoding.
Daily-driving CachyOS Linux on an AMD Zen 5 workstation: znver4 compiler-tuned repositories, automated TPM2 LUKS disk unlocking, and Howdy infrared facial authentication.
Retiring a QNAP TS-873 to build a custom 92TB Unraid 7 NAS with NVMe ZFS pools, 10GbE networking, low idle power draw, and local AI GPU acceleration.
Hardware selection, acoustic and thermal tuning, and migrating from Windows 11 to CachyOS Linux on a custom silent AMD Ryzen Zen 5 (AM5) workstation.
How to completely remove ASUS Armoury Crate bloatware on Windows and replace it with lightweight open-source tools for fan curves, RGB control, and hardware telemetry.
Integrating Home Assistant with autonomous AI agents via Model Context Protocol (MCP) for live entity state analysis, logbook troubleshooting, and smart home automation.
Building a FastMCP server to expose NAS storage health, SMART disk telemetry, RAID status, and 3-2-1 backup verification to autonomous AI agents.
Engineering a custom Python Model Context Protocol (MCP) server for real-time UniFi network topology inspection, VLAN auditing, firewall verification, and client diagnostics.
Designing a multi-server Model Context Protocol (MCP) control plane to connect autonomous AI agents to homelab Docker hosts, UniFi, NAS, and Home Assistant.