Building learning tools that remember, learn, and work with you.

A working collection of evidence-based design patterns for learning experiences applied to page and screens and spaces.

Cross-client long-term memory — a worked example of how vector search, LLM extraction, and cloud functions combine to give AI tools persistent understanding.

Agent pipeline for analytical reports — and a worked example of why constrained agents beat autonomous ones for long-running workflows.

A personal research library searchable by AI — and a worked example of what makes semantic search actually good.

A daily AI/EdTech news digest — and a worked example of how to test whether an AI system matches your judgment.

An MCP server for personal Outlook — and a worked example of how to wrap any REST API as an AI tool, safely.

A local-first document search tool for AI — and a worked example of when to keep everything on your own machine.

Why I moved off Wix, and what I plan to do with this space.