Thoughts on development, design, and building things that matter
Prompt engineering still matters, but production AI systems now win or fail based on context design, retrieval, memory, and tool orchestration.
Platform engineering is not replacing DevOps. It is the practical operating model that turns DevOps principles into scalable self-service workflows.
A practical deep dive into how the React 19 Compiler replaces most manual memoization, what it actually optimizes, and how to adopt it safely.
In 2026, AI shifts from single chatbots to multi-agent systems—specialized workers that collaborate, verify, recover from failure, and deliver ROI.
Vibe coding lets anyone build apps by prompting AI—but can it scale? Tools, risks, security traps, and a “vibe, then verify” playbook.
Build an autonomous dev bot that plans, edits code, runs tests, and opens PRs using MCP—plus the guardrails you need to keep it safe.
