The first article on this blog explained how it was built in 30 minutes with Claude Code. Naturally, a blog needs comments. Same constraints: no database, no external dependencies, no Disqus tracking visitors. Just PHP + JSON files. Built in one session with Claude Code — the interesting part wasn't the code, it was the security audit that followed. A comment system without a database seems trivia
When building applications with large language models (LLMs), one of the most overlooked costs is how structured data is represented. Most systems use JSON. And JSON is inefficient for LLM input. KODA (Knowledge-Oriented Data Abstraction) is a schema-first data format designed to reduce token usage when sending structured data to LLMs. It works by: Defining structure once (schema-first) Encoding v
Confession: I’m not a walking dictionary. If you test me on textbook IT definitions, I might fail. After transitioning through Law and Banking into Tech, I’ve realized that terminology is often just a high-tech "smoke screen" for professional ego. But for many of us, the problem is deeper: it's about the language of logic itself. In my first year of Law school, I spent nights memorizing the "Theor