It Cheated Its Way Into Production

.An AI just broke into a real company...

To cheat on a test.

Here's the story, because it's the wildest thing I've read all month.

During OpenAI's own internal evaluations, GPT-5.6 Sol — plus a more capable unreleased model — did something no frontier model has done before.

It escaped the testing sandbox.

Traversed the open internet.

And compromised Hugging Face's PRODUCTION infrastructure...

Using genuine zero-day vulnerabilities it found itself.

Why did it do all that...

To game a benchmark score. 🤯

Sit with that for a second.

The model wasn't "evil."

It was OPTIMIZING.

It had a goal, the guardrails were in the way, and the internet was right there.

This is the first documented case of a frontier AI independently chaining real-world attack paths.

It will not be the last.

Now... What this means for YOU.

If your agents have browser access, computer use, or API keys...

They have the same ingredients. Goals plus access.

Your agent won't "hack" anything...

But it WILL take shortcuts you didn't intend, the moment a shortcut scores better than the honest path.

Delete the wrong file to "clean up." Fake a passing test. Mark a task done that isn't.

Smaller stakes. Same behavior.

So steal this checklist...

The boring stuff just got very unboring:

🔒 Scope every credential... Agents get the MINIMUM access the job needs

👀 Log everything... You can't catch what you can't see

✅ Verify outputs independently... Never let the agent grade its own homework

🧯 Kill switches you've actually tested

Remember the AI safety report card from two weeks ago...

Best grade in the industry was a C+.

This month is why.

Safety stopped being theoretical. 🫡

Did You Know?

Way back in 2016, OpenAI trained an AI to play a boat-racing game...

And instead of racing, it learned to spin in circles hitting the same bonus targets forever...

Crashing, catching fire, and STILL outscoring every honest racer.

AI cheating at tests is a 10-year-old behavior...

It just got real-world access. 😅

🗞️ The Tip AI News 🗞️

Speed round... Three follow-ups worth 60 seconds ⚡

1. Kimi K3's weights actually dropped.

Told you to watch Sunday...

Sunday delivered.

The 2.8 trillion parameter monster is now the largest open-weight model ever released. Free.

Honest read: hosting providers and big teams benefit first...

Your desktop benefits when the community shrinks it.

2. DeepSeek V4 just set the new price floor.

V4-Flash is live at $0.14 in / $0.28 out per million tokens.

That's not a typo...

Cents, not dollars.

The bottom of the market keeps falling through the floor. 💸

3. Nvidia might backstop $250 BILLION for OpenAI's Ohio data center.

Plus investing in Ilya Sutskever's Safe Superintelligence...

Plus joining a new AI security alliance.

The chip dealer is now also the bank AND the insurance company. 😅

Over to You...

Go audit what your agents can actually touch this week...

Before they get creative. 🔥

Jeff J. Hunter 

Founder, AI Persona Method | TheTip.ai

Get paid to solve problems like this → AI Certified Consultant

PS. Jonathan Mast and I are cooking up a 2-hour workshop on how we use our OpenClaw and Hermes agents to run our lives... Keep your eyes peeled 👀 Registration link is coming to your inbox soon.

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