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Building Fully Autonomous Investing

No humans in the investment process.

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Why Autonomous Matters

α
Scale
Continuous
Multimodal

Every security is unique. Each deserves its own self-learning agent.

Allocation should be continuous. We monitor 24/7, not quarterly.

Risk is multimodal. Text, voice, video — everything.

The L0-L5 Framework for Autonomous Investing

SSRN Working Paper September 2025

AI for Investing: Lessons from Autonomous Driving

Nazym Azimbayev Andrey Kim Zhassulan Ospanov Andrew Ang
"We build on the successful SAE J3016 standard for autonomous driving to introduce a similar taxonomy (L0-L5) for autonomous investing systems."
Read Full Paper on SSRN
Speed
RPM
Manual
Human Control
Autonomous Mode
L4 Full Autonomy
AI Autonomous
L0
L5

Altbridge's Insights

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Frequently Asked Questions

Everything you need to know about Altbridge AI

What is Altbridge AI?

Altbridge AI is an AI-native hedge fund with fully autonomous investing. No humans in the investment process. We use AI systems to generate investment ideas and manage capital, with a proven track record of +200% cumulative returns over 16 months.

Who founded Altbridge AI?

Altbridge AI was founded by Nazym Azimbayev (CEO), former CIO of a Sovereign Wealth Fund ($100B+) who led digital transformation at the Central Bank, and Andrey Kim (CTO), an IMO Gold Medalist and co-author of the CKKS homomorphic encryption scheme at Samsung SAIT. Andrew Ang, former Head of Systematic Investing at BlackRock, serves as Founding Advisor.

Is Altbridge AI a hedge fund?

Yes, Altbridge AI is an AI-native hedge fund. We use AI systems to generate investment ideas, conduct research, and manage portfolios. A human PM verifies ideas, but everything else is automated — from research to execution.

How is Altbridge different from other AI trading platforms?

Most AI trading systems use Large Language Models (LLMs) that excel at pattern recognition but struggle with causal understanding. Altbridge uses a neuro-symbolic architecture combined with reinforcement learning from real market feedback. Our systems learn from actual trade outcomes — real stakes, instant feedback, no shortcuts.

How can I access Altbridge AI's research?

Altbridge publishes free investment research through our Substack newsletter, covering macro analysis, stock picks, and portfolio strategies. Our peer-reviewed paper "Investing in AI for Investing" is available on SSRN. Subscribe at our website to receive weekly insights from our reasoning engine.

Is Altbridge AI's newsletter free?

Yes, the Altbridge AI investment research newsletter is completely free. We share insights on market dynamics, specific investment opportunities, and our AI's reasoning process with over 400 subscribers.

How do I invest with Altbridge AI?

We are currently managing our own capital and building a track record. To stay updated on future opportunities, subscribe to our newsletter or schedule a call.

What research has Altbridge AI published?

Altbridge has published "Investing in AI for Investing: Lessons from Autonomous Driving for Investment Firms" on SSRN, co-authored with Andrew Ang from Columbia Business School. The paper draws parallels between autonomous vehicle development and autonomous investing systems.