Articles
Notes on AI, search, and the systems behind them. Less hype, more clarity.
Creatives are the new athletes
May 16, 2026Why human value is shifting from producing to giving meaning. AI is eating production. Our work moves up the stack: to judgment, taste, and meaning.
10 min readData enrichment is the foundation for the AI era
May 4, 2026How we built a data enrichment pipeline inside a high-assurance enterprise using Elasticsearch, Python, and Kestra. Clean, connected data is the real foundation for AI.
6 min readMCP is powerful, but it can quietly break your AI system
November 17, 2025The Model Context Protocol makes it easy to plug tools into LLMs. But the default integration pattern floods context windows, burns tokens, and quietly turns systems fragile and expensive.
6 min read