How two weeks of agent-assisted operations produced clearer language boundaries, typed management, focused dashboards, network policy, and human approval gates.

A practical follow-up on using AI to centralize DHCP and secrets management—turning scattered network state and credentials into boring, observable infrastructure.

How studying Microsoft AB-100 and exploring Azure AI Foundry shaped an agent-assisted migration from an EdgeRouter X to a tested Debian gateway for DNS, WireGuard, filtering, monitoring, and security.

Designing and installing a custom ESP32 weather sensor with six sensors, a JLCPCB-made PCB, ESPHome firmware, Prometheus metrics, and Grafana integration.

Three days at the CGI AI Hackathon during Silicon Saxony Days 2026: building an AI prototype with AWS, Terraform, Dify.ai, Amazon Bedrock, Titan embeddings, and RAG.

Building a local Vision-LLM pipeline that turns archived Twitch streams into trustworthy Dailymotion recordings without manually scrubbing through every video.

Refactoring OpenClaw setup, optimizing agents, and integrating local LLMs for efficient automation workflows.

Five weeks building a hybrid OpenClaw setup: hardware, local AI services, cloud models, guardrails, skills, and a seven-agent operating model.

Ongoing compliance efforts across 2D/3D assets and libraries are progressing well. AI remakes, licensing adjustments, DevOps improvements, and new development features have all been implemented to ensure legal clarity, technical consistency, and better usability.

I replaced a costly VM-based Discourse forum with a zero-cost Azure Static Web App powered by Hugo and OpenAI Codex. I detail the rationale, savings, automated workflow, and features added—dark mode, client-side search, responsive design, and newsletter integration.