PUBLIC BUILD NOTES · NEW YORK CITY

Ideas with receipts.

Useful explanations grounded in public repositories, direct source links, and clear accuracy boundaries.

IDENTITY · PUBLIC WORK

Building public AI projects in NYC

The public-building standard behind JARVIS, Trading Swarm, and Indie Metrics MCP.

AI INTERFACES · OPEN SOURCE

How the JARVIS interface works

A source-backed guide to its five replaceable plugins, briefing engine, and cinematic desktop shell.

MULTI-AGENT SYSTEMS · PYTHON

How a seven-agent trading swarm works

How seven independent signals become a weighted consensus, with clear limits on what results mean.

MCP · BUSINESS INTELLIGENCE

What is Indie Metrics MCP?

A practical explanation of a read-only MCP server for asking questions about Stripe business metrics.