I never applied for an amateur radio license because I didn't like the idea of appearing on an official list of "skilled" people. Until now that was a theoretical fear. One I wasn't even sure if it was warranted or just me being overly cautious.

In Belarus things escalated quickly. Radio amateurs - usually recognized as men of goodwill - have been declared enemies of the state and publicly shamed and indicted for high treason.

https://steanlab.medium.com/mayday-389f5713fee4

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@alda As a nuclear engineer, I have never been asked to show my portfolio of reactor designs I maintain in my free time, I have never been asked to derive the six-factor formula, the quantization of angular momentum, Brehmsstrahlung, or to whiteboard gas centrifuge isotopic separation, water hammer, hydrogen detonation, or cross-section resonance integrals.

There's something deeply wrong with an industry that presumes you're a fraud unless repeatedly and performatively demonstrated otherwise and treats the hiring process as a demented form of 80s-era fraternity hazing.

"LLM did something bad, then I asked it to clarify/explain itself" is not critical analysis but just an illustration of magic thinking.

Those systems generate tokens. That is all. They don't "know" or "understand" or can "explain" anything. There is no cognitive system at work that could respond meaningfully.

That's the same dumb shit as what was found in Apple Intelligence's system prompt: "Do not hallucinate" does nothing. All the tokens you give it as input just change the part of the word space that was stored in the network. "Explain your work" just leads the network to lean towards training data that has those kinds of phrases in it (like tests and solutions). It points the system at a different part but the system does not understand the command. It can't.