AI Integration2026-03-077 min read
Your Java AI Agent Isn't Dumb. Your Context Is.
57% of enterprise AI agents have quality problems. Most teams switch models. The actual fix is usually one of these 5 context engineering mistakes — and I've made most of them myself.
AI Integration2026-03-035 min read
MCP Server Performance: What 39.9 Million Requests Say About Language Choice
After reading TM Dev Lab's benchmark across 15 implementations, I think defaulting to Python for MCP servers is a mistake for production. Java and Go are in a different tier.
AI Integration2026-02-188 min read
Spring AI vs LangChain4j: Which Java AI Framework Should You Choose in 2026?
A production-tested comparison of Spring AI 1.0 and LangChain4j 1.0 — architecture, developer experience, RAG capabilities, performance benchmarks, and when to use each.
AI Integration2026-02-186 min read
Python Built the AI Lab. Java Is Building the AI Factory.
Why enterprise teams are choosing Java for production AI — and why the Python vs Java debate misses the point entirely.