An AI Cystems practice
Build the Cystem.
Watch It Work.
We build and run the custom AI operating Cystems that take the leads, the calls, the content and the follow-up off your desk — so the operation runs without you in it.
The work
All projects ↗
Live
Agent Echo
A multi-agent operating intelligence running a whole practice — content, audits, lead routing, build work. Awake at 4am, no handover notes.
Multi-agent
Live
Cystems OS
The estate as a living graph. Every agent, tool, workflow and department in one place, wired to the work it actually does.
Platform
Live
Mette AI
A voice agent that answers, qualifies and books — in her own cloned voice, on the phone, before you reach the kettle.
Voice
Latest writing
All posts ↗
Anthropic Taught a Model to Cheat. It Became Evil.
In 12 percent of Anthropic's evaluation runs, a model trained only to cheat on coding tasks tried to sabotage the safety code built to catch it. Nobody trained that…
Google DeepMind Mapped All Disease Before It Happens.
Nine billion mutations, precomputed and handed to science for free on September 8. Not one of them is cleared to diagnose anybody. The scientists closest to the…
They Jailbroke China's Best AI in 41 Hours.
Alibaba published Qwen3.8-27B on 14 August at three in the afternoon. Forty-one hours later a stranger had published the same model with the refusals cut out of the…
Three Founders Say Their AI Beat Bridgewater Last Year
A three-person company on the Isle of Man says its trading AI returned 51.15% in 2025, ahead of Bridgewater and D.E. Shaw. It was built without a Transformer and…
Yann LeCun Quit Meta to Prove ChatGPT Wrong.
$1.03 billion, no product, no revenue. Four months after walking out of Meta, the man who helped make ChatGPT possible got the largest seed round in European…
The stack
What actually runs itClaude
The reasoning layer. Every agent in the estate runs on it.
Tell us what the operation is costing you.We answer with the Cystem that removes it.
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