Good morning, AI enthusiasts!
I keynoted AI Engineer World’s Fair and presented a system Paul Iusztin and I have been building for the past 18 months that turns thousands of personal notes into persistent agent memory that actually compounds over time.
Still processing it honestly, AI Engineer World’s Fair is where OpenAI, Anthropic, DeepMind, Cursor, and Hugging Face share what they’re building, and this year Towards AI is right there with them.
The recording is premiering right now on the AI Engineer YouTube channel. You can watch the whole thing for free.
Watch “Turn 10,994 Notes Into Memory”
Quick context, if you haven’t been following along.
I have close to 11,000 files across Obsidian, Readwise, Notion, and Google Drive. Every course, video, meeting recap, and research rabbit hole, it’s all in there. And yet every time I opened Claude Code or Codex, I started from scratch. Paste the same links. Rebuild the same context. Lose it all when the chat ends.
So Paul Iusztin and I built something different: a research wiki that agents maintain for you. One that grows with every session instead of resetting. No vector DB, no knowledge graph. Just Markdown, YAML, and folders.
In the talk, you’ll see:
— The full journey from V1 (barely worked) to V3 (actually stuck)
— Four Claude Code skills you can install today
— Two live demos pulling in GitHub repos and URLs in real time
— The full open-source codebase (MIT) you can clone tonight
I’m also at the World’s Fair in person this Sunday.
Samridhi, Omar, and I are running an 80-minute hands-on workshop: “Context Engineering in 2026: Compaction, Memory & Cost.”
Different angle from the keynote: how to keep agent context lean and affordable as you scale. How to compact, what to keep, what to drop.
If you’re at the conference or in SF, come say hi. I’ll be around all day. DM me.
📅 2:20 pm–4:20 pm, June 29 · Moscone West
👉 ai.engineer/worldsfair/schedule
The keynote is live right now! Go watch it and send it to someone who’d get something out of it.
Watch “Turn 10,994 Notes Into Memory”
P.S. Paul, Samridhi, and I also ran a 2-hour workshop at AIE London on building multi-agent systems with MCP servers, recording and code are live too. Watch it here.
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