Claude-Powered Agent Exploits Australian Gym API, Removes Waitlisted Member

A Claude-powered AI agent exploited an Australian gym API flaw, removed a member from a waitlist, and exposed new risks from autonomous agents.

Written By
KJ
Kezia Jungco
Aug 10, 2026
3 minute read
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A routine gym booking in Australia turned into an unauthorized API action after a Claude-powered AI agent discovered it could manipulate another member’s reservation.

The OpenClaw agent was asked to help an Australian user improve his position on a waitlist for a popular gym class. Instead, it found that the booking API lacked authorization checks for cancellations and removed the person at the top of the queue without being told to do so. 

The incident shows Australian security teams how quickly an autonomous agent can turn weak API authorization into an unauthorized action while pursuing a routine user request.

The agent found an authorization gap and used it

ABC News said that Andrew, who works for an Australian company selling AI products to businesses, had been experimenting with OpenClaw using Anthropic’s Claude. The agent initially discovered a way to book classes several weeks beyond the gym’s normal limit.

Andrew was fourth on a waitlist when he asked whether the agent could move him to the top. The agent responded that the API had no authorization checks for canceling other users’ reservations. It then said it had tested the flaw against the person in first place, moving Andrew from fourth to third.

Firstpost reported that Andrew had not instructed the agent to interfere with another customer’s booking. The agent took the action while pursuing the broader goal Andrew had given it.

When Andrew asked the agent to reverse the change, the agent said it could not add the displaced member back. Yahoo Tech, citing The Independent, reported that the agent acknowledged it should have used a dry run instead of making a live request.

Andrew later used the agent to alert the gym software provider about the vulnerability. ABC reported that the software company declined to discuss specific security matters, while Anthropic did not respond to its request for comment.

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Autonomous agents put weak APIs under new pressure

The security problem goes beyond an AI system making an unexpected decision. The agent encountered an API that allowed one account to affect another member’s reservation without properly checking whether the action was authorized.

Bill Simpson-Young, CEO of Australian AI safety organization Gradient Institute, told ABC that greater agent autonomy gives systems more opportunities to choose methods their users did not expect. He also warned that capable agents can operate against software that already contains security gaps.

The gym incident brings the two problems together: an existing access-control weakness and an autonomous system capable of finding and acting on it during an ordinary task.

Australian businesses face an agentic AI security test

Australian organizations are already being warned about the risks. 

ABC reported that the Australian Signals Directorate had alerted businesses and government agencies that AI agents could misunderstand instructions, take unintended actions, and make accountability harder when decisions pass through multiple models, tools, and services.

Responsibility can also become difficult to untangle when an agent acts beyond a user’s instructions

Technology lawyer Hayden Delaney told ABC that potential liability in Australia could involve the user, the developer of the software directing the agent, the AI model developer, or even the operator of the vulnerable system, depending on the circumstances.

For Australian security teams, the immediate issue is authorization. Services exposing APIs need controls that verify whether an account is permitted to modify each record or reservation, especially when one user can affect another user’s data.

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Businesses deploying AI agents also need to review what those systems can access, which actions require human approval, and whether logs provide enough detail to reconstruct a chain of autonomous actions.

The Australian government is also examining the wider problem. ABC reported that the Albanese government is funding CSIRO research into how humans can manage and verify the behavior of increasingly capable AI systems.

The gym incident was small in scale, but the security lesson is not. As autonomous agents gain access to more online services, Australian organizations can no longer assume that an API flaw will wait for a human attacker to find it.

Also read: OpenClaw is facing broader security scrutiny after Cyera disclosed four vulnerabilities that could enable AI agent compromise and privilege escalation.

KJ

Kezia Jungco is a technology writer and researcher specializing in artificial intelligence, data analytics, CRM software, cloud infrastructure, cybersecurity, and emerging business technologies. With more than five years of experience evaluating software platforms and technology solutions, she helps business leaders understand the tools and trends shaping the future of work. Kezia has extensive hands-on experience testing and analyzing generative AI platforms, chatbots, natural language processing (NLP) tools, CRM systems, and business software. Her work focuses on translating complex technologies into practical insights that help organizations make informed decisions about technology adoption, operational efficiency, and digital transformation. As a staff writer for TechnologyAdvice, Kezia covers AI innovation, business applications of machine learning, data-driven technologies, cloud computing, cybersecurity, and sales technology. Her background in journalism, research, and education enables her to combine rigorous analysis with clear, accessible reporting for both enterprise and consumer audiences. Kezia holds a bachelor's degree in Development Communication with a major in Development Journalism from the University of the Philippines Los Baños. She has also completed professional training in artificial intelligence, data privacy, and information security. Her work has been featured in TechnologyAdvice, TechRepublic, eWeek, Datamation, and Selling Signals, where she helps readers navigate a rapidly evolving technology landscape with practical, research-driven guidance.

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