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Daniel Singer is the editor of StartupHub.ai, a technology expert and thought leader on AI and its applications across sectors, from fintech and healthcare to developer tooling and consumer software. He writes and tests the tools covered here thoroughly and regularly, and built StartupHub.ai to give founders, operators and buyers a clearer read on what they are actually being sold.
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Talha Sheikh from Checkout.com discusses the unreliability of AI coding agents and the critical need for verification layers and guardrails to ensure dependable AI outputs.

Kyle Jaejun Lee from KRAFTON shares the five key failures encountered when running a fleet of AI agents across multiple machines, and outlines solutions for building a more scalable and reliable system.