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

I'm Peter. I build tools that help people learn.

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Educational active

Learnability Patterns

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

AI Agent Infrastructure active

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

Analytical & Research active

Reports Pipeline

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

AI Agent Infrastructure active

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

AI Agent Infrastructure active

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

AI Agent Infrastructure active

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

AI Agent Infrastructure active

Document Search

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