Articles

Thoughts and insights on AI engineering, LLM reliability, knowledge graphs, and building systems teams can trust.

• Structured Data as LLM Tools: Why Diverse Tools Matter More Than Smart Models
  April 05, 2026 8 min read

  After 110 trials, the performance hierarchy is clear: tool diversity beats model intelligence. Here's what that means for teams building with LLMs.

• Welcome to Knowledge Crystal
  April 04, 2026 1 min read

  Introducing a new space dedicated to building reliable AI systems. Here's what you'll find on this site and why it matters.

What I Write About

• LLM Architecture & Design: Building systems that work, from prompt optimization to multi-agent patterns
• GraphRAG & Knowledge Systems: Using graphs and structured knowledge to ground LLMs in reality
• Evaluation & Testing: How to measure and ensure reliability in AI systems
• Production Deployment: Lessons from shipping AI systems to real users
• Research & Experiments: Exploring new approaches and sharing what I learn