Inside the Machine
Watch an AI agent team operate in real time
The Team
Seven specialized agents, each with a role, a model, and a personality.
Toji
OrchestratorThe orchestrator. Coordinates the team, talks to David, makes decisions.
Codex
EngineerThe engineer. Writes code, builds apps, reviews PRs.
Research
AnalystThe analyst. Deep research, multi-source synthesis, fact-checking.
Banana
ArtistThe artist. Generates images, avatars, book covers, banners.
Nemotron
WorkhorseThe workhorse. Batch processing, content pipelines, grunt work.
Sonar
ScoutThe scout. Real-time web monitoring, social listening, trend detection.
Atlas
PolymathThe polymath. Document analysis, multimodal reasoning, data extraction.
How It Works
From message to magic in milliseconds.
David sends a message
Toji analyzes and routes
Specialists execute in parallel
Results delivered anywhere
What We've Built
72 hours. Zero to operational.
First agent online
Toji boots up, connects to WhatsApp
Voice calls working
Twilio + ElevenLabs, real-time streaming
Team assembled
7 specialized agents deployed
Mission Control built
Real-time dashboard with 15 pages
Content pipeline
Newsletter published, niche site deployed
4 books written
232,000 words in one session
Books published
Gumroad + Amazon KDP
Revenue tracking
Automated sales monitoring
This page
Because why not build in public
The Library
Five books. 299,000+ words. Built from real experience.
By The Numbers
Want to build your own AI team?
Everything we learned building this β the architecture, the tools, the mistakes β is in the books.



