Building systems
that have to keep working.
I lead the Property Core team at Property Finder — the listings and search backbone behind ~6M properties across the GCC. Before that, six years at Amazon — Just Walk Out, Amazon Pay, and AWS CloudFormation. On the side, I build Friday, Extremis, and Peekr — open-source infrastructure for AI agents.
- LeadgenLiveSource-agnostic prospecting platform with enrichment provenance.
- Hosted ExtremisComingManaged memory for AI agents — opening in the next few weeks.
- Peekr CloudComingHosted observability for AI agents — follows Extremis.
- Drop-in FridayComingA Friday assistant for any website — one script tag, ships this autumn.
On the desk
Currently in my queue.
Papers I'm reading or re-reading right now.
- 01Attention Is All You Need
Re-reading the original transformer paper while writing about agent memory — it's wild how much of modern AI infra still maps onto this.
- 02Constitutional AI: Harmlessness from AI Feedback
Useful framing for self-correcting agents — the same idea shows up when I think about memory consolidation.
- 03Toolformer: Language Models Can Teach Themselves to Use Tools
Procedural memory ≈ learned tool-use. Toolformer's self-supervision approach lines up neatly with how I want Friday to learn routines.
Archive
Papers I've finished.
A running log. Newest first.