I run twenty AI agents in production. The interesting engineering is not the agents, it is the guardrails: the reliability ledger, the two runtimes, the fabrication audit, and the walls that keep money and family data on the machine.
What started as an overdue personal website after an unexpected layoff turned into a full AI/ML engineering showcase. The pivot happened one problem at a time.
When you need to learn something new, do you go to Google or an LLM? The shift from search-first to AI-first discovery is already here. Here’s why Generative Engine Optimization matters more than traditional SEO, and what engineering leaders should do about it.
We migrated an event website from Gatsby to Next.js. Not because Gatsby was bad, but because the platform needed runtime flexibility that a build-time-first model could not deliver cleanly.