As a person who's worked in support roles in tech companies and has a working familiarity with Python but is not a software developer or engineer at all, it's been fascinating to watch the changes.

In the last couple weeks, both Gemini and Claude have asked me, "Can I use the computer?" to answer some particular question. In both cases, my question to each was, "What computer? Mine, or do you have your own?" Here I had thought they were computers, in the vague Star Trek sense. I'm just using the free version in the browser, so I would have been surprised if it had been able to use my computer.

They had their own, and I could watch them script something up in Python to run the calculations I was looking for. It made me wonder who it was at Google/Anthropic who first figured out that the way to get LLMs to stop wetting their metaphorical pants when asked to do calculations was to give them a computer to use.

It did make me scratch my head when I was trying to prompt Nano Banana to generate something and it was like Gemini started talking about the image generator in the third person: "The AI is getting stuck on the earlier instruction, even though we've now abandoned that approach." Felt a little "turtles all the way down" with that one!