Deep-dives on LLM-powered systems, agentic workflows, and production-grade web architecture from 18+ years in the field.
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Every AI coding assistant starts the same way: completely clueless about your project. You open Claude Code or Cursor, and the first thing you do is explain you...
I get asked some version of the same question every week: "How do I become an AI Engineer?" Sometimes it comes from a junior developer. More often, it comes fro...
Every RAG tutorial follows the same script. Load documents, split into chunks, embed them, store in a vector database, retrieve the top-k results, pass to an LL...
I have been using Claude Code daily for over a year now. Not as a novelty, not as an experiment — as a core part of how I ship software. The difference between ...
I wrote a practical guide to building MCP servers earlier this year. It covers the basics — setting up a project, defining tools, connecting to Claude Code. If ...
Every product launch in 2026 seems to include the phrase "AI agent." Customer support chatbot? Agent. Form that auto-fills fields? Agent. A wrapper around a sin...
Last year I shipped an AI agent that cost us $400 in a single afternoon. It got stuck in a loop, calling the same API endpoint over and over, burning tokens on ...
I have been building software for over 18 years. In the last two years, my work has shifted more dramatically than in any previous decade. The shift is not abou...
I build side projects alone. No team, no PM, no QA engineer reviewing my pull requests. For years that meant making hard trade-offs: ship fast but skip tests, w...
Every few months someone asks me: "Should I use LangChain or CrewAI?" And every time, my answer starts the same way: "What are you building?" The AI agent frame...