Compass.ai
- Problem
- Skills fade when you stop using them, and most learning roadmaps don’t adapt to you.
- Approach
- A multi-agent setup in LangGraph, with retrieval (RAG), that generates the curriculum as you learn.
- Outcome
- Still in progress. A first pilot is planned for early 2027, with product managers moving into AI product management.
Ollama · Local AI · macOS
Privacy-first file organiser
- Problem
- Organising files with AI usually means sending them to someone else’s server.
- Approach
- An AI model that runs on your own Mac through Ollama, with batching and parallel processing.
- Outcome
- A 10x performance improvement, and your files never leave the laptop.
