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AI Agents Already Run a Fifth of DeFi, But Still Lose to Humans at Trading

By Decrypt
Apr 17, 2026
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That picture shifts, however, once the task at hand gets harder.

What Are AI Agents? How Autonomous Programs are Transforming Crypto

“Agents struggle when the situation isn't clearly defined,” but they thrive “when the objective is narrow and the parameters don't move often,” Xin Yi Lim, senior associate for investments at DWF Labs, told Decrypt.

This is one of the reasons why yield optimization, the practice of moving capital between lending protocols to capture the highest available returns, has become an early proving ground for agents, Lim explained.

"Agents thrive when the objective is narrow and the parameters don't move often, which is why yield optimization works,” Lim said. “Until agents can reason and adapt to real-time information, they will not be able to react when the market changes and conditions are unclear.”

Builders in the space appear to echo this concern.

An agent can be as capable as a human “if given all the context and tools," MoonPay chief engineer Neeraj Prasad told Decrypt in an interview. He warned, however, that "the writing is on the wall that agents are both more competent, harder working, and malicious in some cases."

Still early

Industry leaders, meanwhile, are betting that autonomous agents will soon handle a far larger share of economic activity.

Agentic commerce isn’t priced in yet. Machine-to-machine payments will increase demand for the digital dollar beyond current estimates.

The agentic economy could be larger than the human economy. We're building the infrastructure for both at Coinbase.

Researchers on the ground see a longer runway. Most of the 19% figure is bots doing narrow work like MEV capture and stablecoin routing, with true agentic activity still a minority share, DWF Labs’ Lim noted.

"A realistic timeline is five to seven years before agentic volume meaningfully rivals human volume in any major financial vertical, with on-chain getting there first because the infrastructure is more permissionless," Lim said.

Still, some see the current gap as a structural feature of where agents are today.

"Where they fall short is open-ended trading, which requires contextual reasoning, narrative awareness, and weighing unstructured information," Aytunc Yildizli, chief growth officer at decentralized AI infrastructure developer 0G Labs, told Decrypt.

Closing that gap, he added, would take more than better models.

“Users need cryptographic proof an agent did what it claimed, inside a trusted execution environment no one can tamper with, running on infrastructure that doesn't just move the trust assumption to a single cloud provider,” he said.

Disclaimer: The information on this page may have been obtained from third parties and does not necessarily reflect the views or opinions of BitKan. This content is provided for general informational purposes only, without any representation or warranty of any kind, nor shall it be construed as financial or investment advice. BitKan shall not be liable for any errors or omissions, or for any outcomes resulting from the use of this information. Investments in digital assets can be risky. Please carefully evaluate the risks of a product and your risk tolerance based on your own financial circumstances. Products mentioned in this article may not be available in your region.

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