Workplace Misuse of AI – more cases more work to do in HR
Published on: 21/05/2026
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Barry Phillips Chairperson, Legal Island
Barry Phillips Chairperson, Legal Island
Barry Phillips Resized
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Barry Phillips (CEO) BEM founded Legal Island in 1998. Since then, the company has become the leading workplace compliance training company in the island of Ireland. He was awarded a British Empire Medal in the New Year’s Honours List 2020 for services to employment and equality.

Barry is a qualified barrister, coach and meditator and a regular speaker both here and abroad. He also volunteers as mentor to aspiring law students on the Migrant Leaders Programme.

Barry is an author, releasing his latest book titled 'Mastering Small Business Employee Engagement: 30 Quick Wins & HR Hacks from an IIP Platinum Employer' in 2020 along with Legal Island MD Jayne Gallagher.

Barry has worked at the European Parliament, the European Court of Human Rights and the International Labour Organisation in Geneva before qualifying as a lawyer in 1993.

He has travelled extensively and lived in a total of eight different countries considering himself to be a global citizen first, a European second and British/Irish citizen last of all. His guiding mantra in life is “Never react but respond. Get curious not furious.”

Barry is an Ironman and lists Russian language and wild camping as his favourite pastimes.

Legal Island

This week Barry Phillips, reviews two more cases this month of AI misuse and calls for a firm response from HR

Transcript: 

Hello Humans!

And welcome to the weekly podcast that aims to review an important AI issues in five minutes or less.

Two years ago, I tried a small experiment. I uploaded an expense receipt to ChatGPT and asked it to duplicate it but to bump the amount up by twenty percent. No raised eyebrow, no hesitation. ChatGPT obliged in seconds. A perfect little forgery, served up with a smile.

At the time, that felt like the warning shot. The technology that could draft your emails could also help you fiddle your expenses.

Earlier this month, two stories caught my eye.

The first came from a California courtroom. A junior lawyer filed an AI-assisted brief that contained a fabricated citation - a case that simply didn't exist. We've heard that one before. What was new was the judge's response. The supervising partner, who hadn't bothered to check the work, was personally sanctioned. The federal court was unambiguous: senior lawyers are accountable when their subordinates misuse AI. "I didn't write it" is no longer a defence. "I didn't check it" is the offence.

The second came from Amazon. Reports emerged that staff were using an internal GenAI tool - nicknamed "MeshClaw" - to automate pointless busywork. Not to save time. Not to be more productive. But to inflate their AI-usage metrics. They've even coined a term for it: "tokenmaxxing." Gaming the system by manufacturing work that no human actually needed doing, so the dashboard glows green.

Two cases, two species of misuse. One is reckless: trusting the machine and not checking. The other is cynical, using the machine to game your own employer. And both point in the same direction.

The policy implications are clear, and they need to land in employee handbooks this quarter, not next year. Failing to check AI output is a performance issue. Plain and simple, if you sign your name to it, you own every word. And actively misusing AI in the workplace  to fabricate, to inflate metrics, to deceive  is a misconduct issue. Not a grey area. Not a learning opportunity. Misconduct. HR teams who haven't spelled this out yet are leaving their organisations exposed, and leaving their honest employees without the clarity they deserve.

Which brings me back to my receipt.

Last weekend, out of curiosity, I tried the same trick. Same prompt, same intent. This time the model refused, point blank. Politely, but firmly, it declined to help me commit a small act of fraud.

The ethics of the machines are improving.

Can we say the same about ourselves?

Until next week, bye for now!

Disclaimer The information in this article is provided as part of Legal Island's Employment Law Hub. We regret we are not able to respond to requests for specific legal or HR queries and recommend that professional advice is obtained before relying on information supplied anywhere within this article. This article is correct at 21/05/2026
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