Blog
Insights on AI, software development, and building better digital products
USB cables look the same. They are not.
Most of what matters on a USB cable is invisible. We organized the mess into a simple reference at usb.periscoped.io.

Announcing ontology.periscoped.io: A Worldwide Index of Prior Art for Your Data Model
A listing of major and ontologies and other related research.

The Ontology Already Exists: How to Find It Before You Build One
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.

Build an Ontology: The Competitive Advantage Hiding in Your Data
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.

Stop Building on Shifting Sand: Lock Your Object Model Before AI Touches It
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 Gave Every AI Agent a Job Title: It Changed Everything
We broke AI agents into domain-specific subagents with explicit ownership of routes, types, and business rules. The codebase got better overnight.
