Notes
Engineering notes
Writing on software architecture, backend systems, developer tooling, and AI-assisted workflows.
N-001
July 8, 2026
GitHub Actions Beyond Basic CI: What It Solves, Where It Fits, and How Teams Scale It
A practical guide to what GitHub Actions actually automates, how workflows are structured, where security and performance matter, and what changes when teams scale it across an organization.
ci-cd / devops / github-actions
7 min read
N-002
July 3, 2026
From a Bash Loop to Guarded Orchestration for AI Agents
I built a guarded task runner around my AI workflow so agent work happens in disposable containers, returns as reviewable Git patches, and can grow beyond a single Bash script.
ai / devops / workflow
10 min read