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Small-Scale Question Sunday for July 26, 2026

Do you have a dumb question that you're kind of embarrassed to ask in the main thread? Is there something you're just not sure about?

This is your opportunity to ask questions. No question too simple or too silly.

Culture war topics are accepted, and proposals for a better intro post are appreciated.

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My best understanding (which may be out of date) is that you'd be best served by subscribing to the $100-per-month Claude, opening it up, and asking it pretty much exactly what you just asked us. Any time you get to a step you don't understand how to perform, say, "I don't understand what this means, can you break it down more simply for me?"

In other words, I think the resource you're looking for is Claude. That's it. That's the whole list. Though probably you could do it with ChatGPT, too--I just haven't had much luck getting it to seriously drop both the sycophancy and the verbosity to focus on results. Claude seems better geared toward actual production of results.

I have tried similar things with lesser models, with worse (often, unusable) results. It will be interesting to see whether we are converging toward a single "roughly the best LLM we can create" that will eventually be baked into a chip and put in everyone's devices, and how that might impact the AI market landscape. I have a hard time shelling out even $20 per month for LLMs because I so rarely have any use for them, but in those instances where I have had a use, the most expensive models have been actually useful in ways that no other models seem to be.

What does the $100/month subscription get you that you couldn't get from paying for tokens on openrouter.ai or the like? Just wondering

Openrouter tokens are much more expensive.

For heavy use you might be right. I've never gotten close to spending $100 per month on openrouter though.

Simplicity, for starters. I've been using generative AI very lightly and I am not a coder; I still have absolutely no sense for approximating how many tokens any given task would or should actually consume.

A monthly subscription also comes with access to their "cutting edge" models; I assume you can also get that by buying tokens instead but I don't know for sure.

Thanks! I did briefly consider loading it up as a prompt. I have been allergic to shelling out for tokens for personal use, but maybe it's worth it in this case. I suppose under the theory that humans are LLMs on a biological substrate, I already asked an agentic swarm of LLMs. I'll try it on the lower-tier models, see where I get, and hopefully remember to respond.