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.

It all starts at the smallest atomic level, which is your database fields. In order to build great software, you need to know the smallest details to include architecture, fields types, and field restrictions on a single data point.
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