Ask a Data Agent
Give it a question and a dataset. It writes Python, runs it, pulls from sources, saves charts as it goes. No mock data. No happy path. Hand it something ugly.
The hard part: keeping an autonomous agent honest across a chain of tool calls so it never reports a result it didn’t actually compute.
Multi-Client Agent Swarm
26 agents running data workflows for separate clients on shared infrastructure. Client isolation, reproducible runs, an audit trail on every action.
The hard part: no data bleed between tenants, ever. One client’s context never touches another’s — and you can prove it after the fact.
Keon Cummings — iOS app
Shipped on the App Store. Apple reviewed it. It’s live. Download it.
Open source
11 years of public commit history on GitHub. The SDK these demos run on is open too. Browse all of it.
The hard part: nothing. That’s the point.
Writing as proof
The essays are decision logs. Architecture, tradeoffs, the parts I cut. “The Infrastructure Nobody Is Building” walks the swarm above — every choice, on the record.