AN AI-NATIVE STARTUP STUDIO

Cultivating AI-Native Startups

Scaling Forever is my lab for building and automating startups using AI agents as core infrastructure. Humans define the objective function. Systems execute. Companies compound.

> Year 1 Goal: 90% operational automation.

[Understand the Vision][See What I'm Building][Level Up Your Organization]

What This Is

Scaling Forever is an AI-native startup studio.

I build companies run primarily by AI systems, with humans defining the objective function and applying taste.

These companies are designed for recursive execution — where automation increases velocity over time.

The goal is simple: maximize leverage of human judgment.

What I'm Building

AI Infrastructure & Tools

Execution systems for multi-agent workflows, automation, and self-improving operational loops.

AI-Native Companies

Startups designed from first principles around AI agents.

AI Consulting

Results-oriented transformation for organizations looking to become AI-native

Writing

Essays on AI, autonomous organizations, and more

Core Thesis

We are entering a new abstraction layer.

Language abstracted representation. Software abstracted processing. AI abstracts manipulation.

When information systems gain autonomy, the structure of companies changes.

Scaling Forever explores what those companies look like.

Operating Principle

Playing the infinite game.

Build leverage. Increase optionality. Automate intelligence at scale. Design for recursive improvement.

Compounding execution is the strategy.

Stay in the Loop

Get updates on the studio, new companies, and long-horizon thinking. No spam.

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Scaling Forever v1.0 — AI-Native Startup Studio
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