Insights on AI, software development, and building better digital products
Announcing ontologies.periscoped.io, a worldwide index of ontologies with a single API call, semantic chatbot, and viewer. Plus the disciplined process for using prior art without letting the schema go crazy.

Someone has probably already modeled your domain. A field guide to the world's ontology registries — and how to reuse and enhance the right model fast.

Your data isn't the problem, your model is. Here's how building an ontology turns a pile of data into a competitive advantage your AI and team can trust.

AI-assisted projects turn to slop when there's no foundation. Lock two files — a plain-English object definition and a derived data model — and AI has to build on rock instead of shifting sand.

We broke AI agents into domain-specific subagents with explicit ownership of routes, types, and business rules. The codebase got better overnight.

Managing AWS permissions at scale is a losing game — everyone ends up with admin access. Here's how structured review sessions and an automated reporting agent can bring your Identity Center back under control.