Architecture

Stop Building Perfect Knowledge Graphs. Do This Instead.

Enterprise knowledge graphs are overengineered. The real value lies in simple entity alias normalization, not complex rule schemas. A hybrid architecture of MongoDB, Milvus, ES, and a thin graph layer delivers 80% of the benefit with far less complexity. Stop building perfect graphs โ€” start with name resolution.

I Built an AI to Find Design Patterns Better Than Gang of Four. Here’s What Happened.

A developer built an AI pipeline that filters Arxiv papers and distills recurring design patterns into a living ethos document. Instead of writing code, the AI curates wisdomโ€”saving weeks of research and guiding software architecture decisions. The future of design patterns isn’t memorization; it’s machine-curated discovery.