What we’re learning in the work
Practical articles on enterprise software — written by the engineers who build and ship it, not marketing teams.
Shift-Left Security for AI-Assisted Development
AI-assisted development increases the speed of code generation, making continuous security validation essential. This article explains five principles for shifting security left and securing AI agents throughout the development lifecycle.
Mohammed Izhaar Haq
Chunkless RAG: Why Flattening a Document Loses the One Thing That Made It Easy to Read
Chunk-and-embed RAG can lose the structure that makes long documents easy to navigate. Chunkless RAG preserves that structure and lets an agent reason through sections, headings, and relationships to find the right information.
Mohammed Izhaar Haq
Building production RAG systems: what we learned from five enterprise deployments
RAG demos are easy. Production RAG that stays accurate at scale is a different problem entirely. Here's what we learned building knowledge assistants for enterprise clients.
Mohammed Izhaar Haq