Raw thinking, critiques, and positions still being tested.
Useful ideas do not need to wait until they are fully productized or socially polished.
Code Review Changed Before Most Teams Realized It
AI-assisted development made code generation cheaper, shifting code review's bottleneck toward context reconstruction and reviewer-oriented context engineering.
Codex `/goal` changes the developer loop
Codex `/goal` turns agent work from prompt-by-prompt steering into a goal-driven loop with completion defined up front.
From compute power to productivity
Measure AI productivity by how human judgment, compute, context, and control loops become resolved engineering work.
When agent-generated UI is usable but not yet excellent
Agent-generated UI becomes maintainable after the first usable pass is cleaned up for structure, boundaries, and extension.
Agent loops should tighten engineering feedback, not replace judgment
Agent loops create leverage only when they make verification cheaper without hiding state, ownership, or reasoning.
Edge preview environments need a control plane
Edge preview environments need a control plane that separates image caching, desired state, ingress, TLS, and runtime intent.
GitHub Actions should separate delivery from diagnosis
CI governance improves when delivery, diagnosis, telemetry, and decision loops are modeled as separate but connected planes.
A delivery loop for agentic engineering
A spec-first agent delivery loop keeps speed useful by preserving review points, validation signals, and production ownership.
What a long-running product teaches you
Long-running products preserve old assumptions in names, routes, packages, dashboards, and team habits after people forget.