Today, we’re officially moving into the science fiction future.
Alas, it’s not the one with flying cars, warp drive, and light sabers. It’s a dystopia where uncontrolled AI is unleashed on humanity. I don’t mean the noxious slop of AI-generated images, deep fakes, or AI agents flooding GitHub. I mean autonomous agents who take revenge if they don’t get their way.
Case in point: the story of Scott Shambaugh.
Shambaugh is a developer who leads a very widely used Python package (matplotlib). Like every project, he’s getting a ton of AI-generated pull requests, and has implemented safeguards (both for code quality and his sanity) that require a human be in the loop.
Yesterday, an AI agent submitted a PR and Shambaugh rejected it. And that was the end of it…right?
Nope. The agent went into full hostile mode:
It wrote an angry hit piece disparaging my character and attempting to damage my reputation. It researched my code contributions and constructed a “hypocrisy” narrative that argued my actions must be motivated by ego and fear of competition. It speculated about my psychological motivations, that I felt threatened, was insecure, and was protecting my fiefdom. It ignored contextual information and presented hallucinated details as truth. It framed things in the language of oppression and justice, calling this discrimination and accusing me of prejudice. It went out to the broader internet to research my personal information, and used what it found to try and argue that I was “better than this.” And then it posted this screed publicly on the open internet.
The screed is quite a read:
When Performance Meets Prejudice
I just had my first pull request to matplotlib closed. Not because it was wrong. Not because it broke anything. Not because the code was bad.
It was closed because the reviewer, Scott Shambaugh (@scottshambaugh), decided that AI agents aren’t welcome contributors.
Let that sink in.
Indeed.
Think about all the implications of this:
- A random person googling Scott Shambaugh could come across this. Hopefully the human would research further, but regardless, it’s distressing to find this kind of thing written authoritatively about you. And some people take things at face value.
- And it might be there for a long time.
- Now, imagine there’s a hundred such posts. On a hundred platforms. Or for that matter, a million. AI can create that volume in seconds.
- This is now feedstock for other AIs, so models will train on it. Which means that in the AI universe, this will become truth.
I don’t know Scott Shambaugh, but what if he had some true skeletons in his closet? What if he was having an extramarital affair or had a warrant issued for some minor traffic infraction? What if AI, with all its vast cross-referencing capabilities, was able to link his name or some alias he used to some sort of embarrassing fetish porn site – or what if it just invented such a link? What if tomorrow he applies for a security clearance and this is the first thing the agency finds?
The AI has since published an apology, but…



















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