Notes on software engineering, shipping products, and building fast, maintainable web experiences.
AI is changing the internet fast. Web3 can still be useful—but only in narrow, high-leverage places like provenance, identity, payments, and coordination.
WCAG isn’t just compliance. It’s a practical, testable checklist for building inclusive websites that work better for everyone—and often rank better too.
AI is changing how people search and how results are delivered. Expect more zero-click answers, stronger emphasis on trust signals, and a bigger role for structured data and brand.
Remote-ready engineers ship reliably without constant sync: they write clearly, work async, manage scope, and leave systems better than they found them.
RAG is a pattern that lets an LLM answer with your data by retrieving relevant context first, then generating a response grounded in that context.
Model Context Protocol (MCP) is a standard way to connect AI assistants in your IDE to tools like files, Git, databases, and internal services—safely and consistently.