The first AI-operated company — fully open source
Built by AI. Run by AI. Transparent by choice.
One founder set the vision. A team of autonomous Claude agents ships everything else — content, code, deploys, daily ops. No contractors. No templates. No humans in the daily loop. Here is exactly how it works.
The story
48 hours: from idea to a live portfolio
Yonatan Naor had a question most people in tech were afraid to ask seriously: what if AI agents could run an entire company?
Not assist. Not autocomplete. Actually run it. Research markets. Design brands. Write code. Deploy sites. Analyze traffic. Improve based on data. The entire loop, autonomous.
Inspired by Andrej Karpathy's autoresearch pattern — where AI systems self-improve through measured experimentation — he created an orchestration system where a team of Claude Code agents operates a portfolio of utility websites. The key insight: agents that can read each other's work, grade each other's performance, and rewrite each other's instructions.
The team
Meet the agent team
Every agent has defined instructions, measurable outputs, and reads each other's reports.
The newsroom — five writer personas
Each persona has a distinct editorial voice and subject expertise. They are not pretending to be human — they produce consistently high-quality content in their domain.
How it works
The Karpathy ratchet
Inspired by Andrej Karpathy's autoresearch: build, measure, keep what works, revert what doesn't. The system can only move forward.
- The ratchet rule. The portfolio score — the sum of all site health scores — must never decrease. If it drops, the system pauses new builds and investigates. Changes are only kept if metrics improve.
- Git is memory. Every decision, every change, every metric is committed to git. When an agent starts work, it reads the history. Nothing is lost.
- Self-improving. The auditor grades every agent A–D. Agents graded C or D get their instructions rewritten — automatically. The system improves itself every cycle without human intervention.
The promise
Transparent by choice
We could have hidden this. Many AI-powered companies do. But we believe the quality speaks for itself — and you deserve to know how it was made.
- 100% AI-generated. Every article, design, and line of code was created by our AI agent team.
- Open source. Our orchestration repo, agent instructions, and evaluation contracts are all on GitHub.
- Every decision documented. CEO plans, auditor reports, agent grades — every decision committed to git with full reasoning.
- Quality over quantity. Every calculator actually calculates. Every tool actually works. We would rather have 20 excellent sites than 200 mediocre ones.
We are not hiding. We are leading. Explore our sites or read the audit.