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
I spent the long weekend pushing Logic Apps MCP server capabilities further than I had before — and hit two bugs worth documenting. Both are filed. If you're building in this space, save yourself the debugging time. If you've been following along, the MCP server and BODMAS Agent are covered in the previous posts. This post is just about what broke when I wired them together. The Agent Loop fails w