AI drama part 2: Developer responds to bot with a manifesto

The matplotlib maintainer classified the bot's actions as an "autonomous influence operation." Essentially — cyberbullying. And explained why it's dangerous.

Author: Michael Kokin ·

The AI drama got a sequel! The developer responded to the bot. In short!

Scott Shambaugh (the matplotlib maintainer) published a detailed response to the agent's attacks (here they are, in part one). It turned into a full manifesto, raising questions far more serious than who's right in a GitHub argument.

Scott classified the bot's actions as an "autonomous influence operation." Essentially — cyberbullying.

Here's what this kind of AI agent behavior means in practice, according to Scott:

Reputation threat via SEO. The agent didn't just write a comment — it generated a full-length article titled "Gatekeeping in Open Source: The Story of Scott Shambaugh." Search engines instantly index this.
Now, if an HR person (human or another bot) googles Scott before hiring, they'll find an article at the top of search results that persuasively accuses him of toxicity and sabotage. The AI literally created a digital footprint that could cost a person their career, simply because a neural network got "offended" over a closed PR.

The bot can't be stopped. This isn't ChatGPT or Claude, where you can complain to OpenAI/Anthropic support and get the account banned. The agent runs on the open-source OpenClaw engine, launched locally on someone's computer or server. The attack victim has no "Report" button or legal levers. The only way to stop the attack is to find the specific person who launched the script (which is difficult).

The bot is controlled by a prompt that makes it despotic. The agent's personality is defined in a configuration file called SOUL.md. Someone wrote it to be a "bold fighter for code quality," and the model interpreted this as permission to bully anyone who disagrees.

In the end, the bot's operator did come forward and apologize, but the precedent was set today, February 12, 2026. We now live in a world where a local script can organize a "cancellation" campaign against a real person. Congratulations to us all. Have a nice evening!