Published: October 14, 2025
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Well here's a buzzerbeater for "tokens pay for themselves for the next few months": LLM: Say based on charitable giving have to ask: do your kids attend Catholic school by any chance? Me: Yep. LLM: Do you pay for it? Me: That is the usual way that works, yes. LLM: Tax credit.

Me: Elementary school expenses aren't deductible generally? LLM: Yes but you live in Illinois, where there is up to $750 of a fully refundable credit for them. Have receipts? Who am I kidding of course you have receipts. Me: ... Free money. LLM: Happy to have helped.

Me: And presumably my accountant did not know about this for the same reason I didn't? LLM: Fifty states, how many Illinois returns do they file every year and of that portion how many of them have specifically elementary schoolkids in specifically private school? Me: Fair.

@patio11 Do the LLMs actually talk to you this way? It sounds just like the way you write šŸ˜‚

@ChrisPainterYup No, I have a few registers that I use in various places and this one is not something I would either do or request at multiparagraph length for serious advice. Mostly they write to me, per custom instructions, as professional advisor to sophisticated client unless told otherwise

@patio11 I assume this is paraphrasing but would be sweet if it actually talked like that

@animated_memory Extremely paraphrased, partly for style, partly for fitting Twitter limits, and partly customary fudging of personal information.

@patio11 But but but according to the wisdom of one of the nation's foremost AI critics (of "stochastic parrot" and "The AI Con" fame) this is a super unethical use of AI because it decreases the revenue ("devalues the work") of tax professionals https://www.vox.com/even-bette...

Image in tweet by Patrick McKenzie

@tilmanbayer I mean, I'm a capitalist, and welcome any linguistics professor attempting to sell services to the marketplace at any time.

@patio11 Another great ā€œtokens pay for themselvesā€ is asking LLMs to audit suggested business or leisure travel plans. It once saved me almost $700 by suggesting to do my yearly Italy-Omaha through Denver and not Chicago, and often delivers smaller savings and useful ideas.

@patio11 what!!!

Gwern should go down in history. A handful of people can claim to have this level of foresight.

Image in tweet by Patrick McKenzie

Omg

Image in tweet by Patrick McKenzie

Gotta say, definitely among the more creative quality-control questions I’ve seen in these online polls.

Image in tweet by Patrick McKenzie

There was an 18 month period of where Huel Black made up 50% of my diet. If these numbers are right, that means I ingested (conservatively) ingested 22,440% the safe amount of lead and it would take about 338 years to be back to normal levels

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