Engineering practice · 2024–present
An AI-assisted delivery system
A repeatable way to use coding agents for substantial software work while preserving context, approval boundaries, tests, and release discipline.
Practice demonstrated across private and public repositories
The challenge
Why the work mattered
AI can make implementation faster, but speed without durable context and verification creates expensive rework.
My contribution
From direction to delivery
Designed agent roles, reusable skills, repository instructions, worktree isolation, acceptance matrices, and evidence-based handoffs across the project portfolio.
What exists
AI work made reviewable
Codex and Claude Code are used inside explicit repository rules, bounded tasks, isolated branches, test gates, browser checks, cost controls, and written handoffs—turning agent output into inspectable engineering work.