Notes
Engineering notes
Writing on software architecture, backend systems, developer tooling, and AI-assisted workflows.
N-001
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
N-002
July 2, 2026
From Prompting to Process: How AI Is Improving My Workflow Methodology
During a short break from my master's, I started rebuilding my engineering workflow around reusable skills, project memory, PRDs, task plans, and Codex sessions that leave a real trail of decisions.
ai / software-architecture / workflow
8 min read