you guys! I hope you are fine and we go to the fall here (Or spring for your southern hemisphere).

the The annual social and economic supplement of the census (embellished AsecIt has just fell, and Ebum was no longer at the University of Minnesota – in short, by the way – He has the coordinated data I need To update Input posts For 2025, I already updated a number of publications; Check it:

I also updated The highest 1 % in the United States PostAnd the tools of the temporal chain: The family entered the year and Individual income by the year.

O wonder, I am tired – and yes, I know, I accomplished half. I will mark the rest because I have time, but the updated messages are those I get larger than emails (they also get the most use).

Another work on the site

Safety return tools contain some new improvements. the S & P 500and NasdakAnd Dow Jones Tools must now be automatically updated on the date of their price (but not profit distributions). Let me know if you notice anything broken, but it was working for a few weeks now.

We use more artificial intelligence …

Let me start connecting my friend (and former colleague) Andrew Baker and the new newsletter of Amnesty International, the unreasonable Amnesty International. He gave a holistic look at Amnesty International’s ecosystem with its first few issues.

Subscribe if you like what you see – and tell him that PK sent you!

On the other hand GPT-5 version (and OPUS 4.1 versionI have done some works on some new “evergreen” calculators – the tools that I do not need to keep them constantly because they have functions that keep them in view. My operation this time was perfect to test what artificial intelligence can do today for someone – I – without specific experience in a field.

With the current mode of tools-OPUS 4.1 and Sonnet 4 in Claude Code, GPT-5 (even medium thinking with my plan) in IndicatorIt is very solid with good specifications and ready to return with them.

Here’s the thumb base: if theoretically you can process a project that gives enough time, research and design – even if it is a real struggle – artificial intelligence makes it more executive today. I am thinking about it The threshold of struggleThat, when Googling, appears to be The term is applied to the flexibility of the joint. (I will borrow it here!)

Take these new astronomy tools that you created: oneand two (From many). They follow the positions of the sun and the moon and require equations that I have not seen or played with before.

Can I eventually discover them with enough textbooks, Googling, coffee, and time? probably¹! But with artificial intelligence, I built 18-20 tools in one month instead of what would have been months of struggle. There is no way I was going to approach that From the beginning of standing.

It may be like old TV antennas. They could not Create A sign where there was no, but they made weak Signs are much stronger. In September 2025, artificial intelligence works in the same way: it inflated your current ability but does not seem to replace the need to understand what you are trying to build.

My fast food here is that even if I advance artificial intelligence – or Llm offersIn any case – stop today, it is already very useful.

As I mentioned last time, if you have any ideas for other tools, keep coming up! And if you want to see these tools, Start here in the archive of the blog and Rabat – I did not wander in the design of a nice class page for them, however, haha. I love the comments in particular if they are on their way: I would like to hear from an expert in the field that everything there is fine.

¹ Maybe not, though! I hope that I can bear this because I discovered the correct equations for the most difficult Tools in the archiveHaha.

The house needs more work

I promised to drink bars last time for me Ever Support project.

Sorry for the disappointment … they asked! They are not here, however, here. I will bring them before the winter in New Hampshire (and we will also change the color in the step – He shouted to those of you who asked About the last edition image), then go back to internal projects.

We have set some external projects since the last time we spoke.

The last time I was sent to you by mail, I stated that we have the ceiling and barriers. I cut this new and ideal bottom of the 50 gallons that you see above. It was a very rewarding project – I used water in it several times to pressure wash things around the yard and copy some grass seeds. It takes a lot of pressure from the deep well pump and the pump well, especially for vast loads – such as hose.

After drinking bars (Real this timeWe will return to the interior and put some projects. I need to do some work on the basement. We will also use some things, such as reformulating wooden floors on one side of the house. But it really gather …

And the girls say “Hello!” I hope everything is fine with you, wherever You are there. Very seriously, thank you for being a reader. 16.5 years in DQYDJ and still enjoy!