I've mostly played with OpenClaw running Chat GPT, but a little with Claude. I haven't really noticed a difference, other than Chat GPT didn't set itself up to automatically checkin, I had to tell it too, but Claude did it without prompting.
This project originally came from a trip to Korea where I learned about personal color analysis. The in-person sessions are interesting but often cost a few hundred dollars, so I wrote down the idea years ago of trying to approximate it with software.
I finally built a quick version as a learning project.
There’s nothing particularly sophisticated happening under the hood. The goal was mostly to get more comfortable working with modern AI tooling and to practice shipping small things again after a long stretch working inside a startup.
If anyone experiments with it, I’d be especially interested in:
• cases where the color analysis is clearly wrong
• UX things that feel confusing or clunky
• obvious technical improvements
• or just general thoughts on whether the idea is interesting at all
If the agent builds entity pages incrementally while reading, how do you prevent early incorrect assumptions about relationships or attributes from propagating through the entity graph? Is there support for belief revision?
Yes this sort of auto-regressive error propagation is a real concern for the same reason it's a real concern with LLMs in general.
If you force the output of an LLM to begin with an error, the LLM tends to continue down that erroneous path.
In practice, we didn't see much of this kind of EP. A solution to this would be to give some agent the task of occasionally reviewing the NERDs for contradictions as well as the ability to search through the source material as needed. That of course creates the possibility of catastrophic forgetting, where the agent rewrites a NERD in an effort to remove a contraction and end's up deleting something important.
We didn't see a lot of error propagation, but one example where we did: in Harry Potter, Prof Dumbledore is introduced as a mysterious hooded character. So the NERD-writer would create a NERD for "mysterious hooded man." There's no tool for the agent to change the title of a NERD, so the system is stuck with that title now. Sometimes the system would build the entire Dumbledore entry under "mysterious hooded man"; sometimes it would make a new Dumbledore entity and like a reference back to the "mysterious hooded man" entity, and sometimes it wouldn't link them. None of those outcomes are great.
If you're already rich and can stomach writing a flattering letter to Dear Leader you're leaving money on the table by not committing massive fraud right now.
I feel like democrats should make it clear that if there's still a fair election and they regain power, they'll go after both the corrupt people in this admin and entities buying favors. The current state can't be too good for the society, at least there should be a clear possible downside for being a part of it.
CZ was not involved in fraud, the case only found him guilty of not doing enough to surveil his customers to sufficiently block US citizens from using a crypto exchange that other people from sanctioned countries could use.
I have no proof of this, but I would bet that there will be some quid-pro-quo involved between Trump and the pardonee. Trump does not usually give things away, he leverages his power to get more power/money.
Fraud has been an essential component of Trump's business his whole life, he clearly doesn't see it as a crime. And the crypto guys have spent a lot of money getting into his good graces. He knows a good grift when he sees it.
if you have any paperwork related to your installation we would love to see it. The standard installation pack (diagrams, blueprints, system info, tech specs, etc...) is what we are most interested in. You can drop anything you are comfortable sharing here: https://driveuploader.com/upload/UdA5Ev9YFP/
2018 still works! We're most interested in the paperwork associated with the install. If you are willing to share any documents related to your installation you can do so here: https://driveuploader.com/upload/UdA5Ev9YFP/
