Writing
Articles
Search and filter notes from the lab. Markdown with syntax highlighting on each post.
Agents1 min read
Building Reliable Agentic Workflows for DevOps
How to design agent loops with tools, memory, and human confirmation gates that operators can trust.
agentsdevopsmcp
LLMs1 min read
Local LLMs on a DevOps Workstation
Practical notes on Ollama, quantization, and when local models beat cloud APIs for infrastructure work.
ollamalocal-llmprivacy
Research1 min read
RAG for Runbooks and Postmortems
Chunking strategies, hybrid retrieval, and citation UX for operational knowledge bases.
ragqdrantvector-db
Tools1 min read
Shipping an MCP Server for DevOps Tools
Exposing GitLab, Vault, and Kubernetes through Model Context Protocol with least-privilege defaults.
mcpgitlabkubernetes