Have you watched any movies recently you want to discuss? Any films you want to recommend or are hyped about? Feel free to discuss anything here.

Please just try to provide fair warning of spoilers if you can.

Well, the time is about up for this month's CGA, so I hope everyone that gave Lufia II a shot enjoyed it and defeated the Sinstrals forever. JK, it's a prequel, we know they came back :)

Please feel free to talk freely about the game in the comments and let everyone know how far you got, what you liked, and what you didn't.

I was able to finish the game and I beat the ancient cave (my true goal) on my second attempt. Did anyone else give the ancient cave a try?

Our next host is u/Boojum with the amazing game The Legend of Zelda: A Link to the Past. I'm super excited about this one, even though I've played it a dozen times, as it is my favorite Zelda game.

Hi
Seems we need to compile jpegli from git.

https://github.com/google/jpegli

I'm not able to do this at present.
Maybe a tildean person here is. :-)

I want to experiment and compare results with my installed mozjpeg.

Anybody know where there is a jpegli precompiled?
Something to drop into Linux usr/local/bin.
Or a windows executable to use with wine.

Blogpost... https://opensource.googleblog.com/2024/04/introducing-jpegli-new-jpeg-coding-library.html

Not sure where this goes but I am looking for an app to help fill in between other reading practice we do with our 5 year old.

This won't be the main tool to help them learn, just trying to find something fun to help learn a bit. Does anyone have recommendations for fun and educational reading apps?

What have you been watching and reading this week? You don't need to give us a whole essay if you don't want to, but please write something! Feel free to talk about something you saw that was cool, something that was bad, ask for recommendations, or anything else you can think of.

If you want to, feel free to find the thing you're talking about and link to its pages on Anilist, MAL, or any other database you use!

In all the hype and debate and excitement and frustration around AI, I think sometimes the fact that we've achieved something really cool gets lost. I want to talk about that a bit, which I'll try to do in a simple way, without too much math or computer science.

There's a surprising amount of intelligence encoded in applied language. To me that's the most remarkable insight in LLM technology. Except it's not really surprising at all. The whole point of language is to encode intelligence. Communication, at its core, is about sharing intelligence. LLMs agents are a way of turning the intelligence encoded in language, particularly written language, into useful work.

You might imagine that language is just the starting point when building LLMs. That it gets converted into computer stuff and then it's not language anymore. But in a way it's language all the way down. Distill language into math and then run gradient descent on it and the intelligence (for lack of a better term) bubbles out.

Forgive that hyperbole, but there is something a little bit magical about it, and the technology is entirely unmagical. The magic is in the language.

At the core the tech is pretty simple. First you go and get all of the language. Just completely idiotic amounts of applied language. Because there's a threshold: if you don't use enough language you don't get a useful result. The more language you use, assuming it's good quality, the more useful the result.

After you have all of the language, you convert it into tokens, which are essentially pieces of words represented as numbers. You also compute a compressed version of the relationships between the tokens. The frontier labs don't say how much this costs publicly anymore but it's safe to say hundreds of millions in compute are required for this process. Each time you do it.

Once you've determined the token relationships, you've pre trained an LLM. You have the initial weights. At this point your LLM can output credible prose pretty reliably when you run inference on the weights. Meaning that you can take a given set of language tokens (a prompt) and determine which token should come next, over and over again, until you have a response. The fluency of the prose can be uncanny, and there are latent tendencies towards useful output, but you can't really do much with it yet.

The next step, fine tuning, modifies the weights in order to nudge the inference towards useful things like instruction following, tool use and reasoning. Or a simulacrum of reasoning. Fine tuning is a massive, multi step, iterative process that turns your LLM into a useful tool that can do more than output believable prose.

Something that's really fascinating to me about fine tuning is that what you're training is still the language relationship weights, and what comes out during inference is still language. But now it's language that is more likely to result in useful output and behaviors. Language is the substrate that LLMs reason through. A model that's more likely to infer the words "but what if I look at it another way" is more likely to consider multiple possibilities. A model that reliably infers language around tool use in appropriate situations is an agent. The behavior is encoded in the language.

After tens of millions in fine tuning costs, assuming you got it right, you have the core of a LLM that can function as an AI agent. You can put it in a harness and ask it to do things in the language of your choice and it will actually be able to do them a shockingly high percentage of the time. It can even do things that weren't explicitly part of the training. That's something which has never happened before outside of science fiction. Until recently it was one of those computer sciencey things that was probably going to happen someday, after we were all dead.

It sucks that this tech revolution is being driven by the capital class, and that it's happening as a mad dash for market domination and golden IPOs. In a more perfect world technology derived from collective human intelligence would be a public good rather than a profit driver.

But nevertheless, the ability to imprint some part of human intelligence into an autonomous agent is a remarkable achievement. One that we can't yet see the full size of. And it's possible not because we typed instructions into an interface, but because we've spent centuries encoding our intelligence into language.

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This topic is part of a series. It is meant to be a place for users to discuss creative projects they have been working on.

Projects can be personal, professional, physical, digital, or even just ideas.

If you have any creative projects that you have been working on or want to eventually work on, this is a place for discussing those.

This is a recurring post to discuss programming or other technical projects that we've been working on. Tell us about one of your recent projects, either at work or personal projects. What's interesting about it? Are you having trouble with anything?

I'm feeling deeply emotional today. There's a lot that's happened over the last few months - including a fair bit that I won't bring up here, outside of the relationship woes. Sorry if this rambles a lot, but I'll try and keep it organized.

For those that need background:
Struggling with my relationship
So it turns out I've been cheated on.

It's been nearly 4 months. I adjusted well to being single again. Went out and restarted hobbies I used to enjoy, took myself out on dates, and generally tried to feel like myself again. Two months after my last post, I had an opportunity to begin seeing someone new. I'm being cautious and careful and the new person is very calm, communicative, and understanding. I recognize it may be early to be seeing someone and this line of thought will be relevant later.

Things were... Copacetic? With my ex. I wasn't terribly happy but was able to move my thoughts along. I got mad at them, said angry things that didn't help, reconciled somewhat and tried to move on. We negotiated financial details a bit, and settled into summer plans. Their new partner was still around a lot, and still refused to ever even talk to me. How dare they, thought I, act like I wasn't even around? At least have the courage to say something, thought I. It irked me. I tried to find out more about this person, search for them online for anything, because they were now around my child more and more and I knew nothing. My searches were in vain, I found not a trace. They were a ghost.

I still kept contact with my ex's best friend - though that's a loose term now. They were equally exasperated and upset about the situation. Their relationship was breaking down because the new partner was - shall we say - incompatible with the best friend. Late in June, I thought to ask a question. One which I had an assumed answer for, but didn't actually know.

"Are they still married?"

The best friend answered. "Yes. It's something they don't like to talk about."

oof.

Here is where some of you will take issue with me, maybe.

That piece of the puzzle was the last thing I needed to find the new partner. I can be very determined when I set my mind to something. I discovered who they were. Their address. Their family. Their partner on Facebook. And I informed them about what was going on. I won't deny it felt good to burst their bubble of secrecy, but I also wanted this partner (let's call them J) to not be blindsided as I was. I wanted to give them the power to make their own choices and decisions with knowledge, not secrecy.

They were completely unaware of what was going on. Long story short, they had been in couples therapy for years. Were high school sweethearts. Together 25+ years. J was livid, of course. They had a family together, with several children (mostly older) involved. My ex found out what happened and blew up at me, claiming that I made a terrible choice and that what I did was wrong, and how could I go "talk to the other side"? They threatened to do what my parents had done. To fight, squabble and argue endlessly. To restrict access to the former stepkids. To limit everything I could do.

Everyone else seeing that situation insists I did the right thing - including J, who was grateful towards me. The house of cards my ex and their new partner had built was now collapsing. Things developed quickly from there. My ex turned everything into my fault. I was the villain in this story of theirs. In speaking with J recently, since after our initial conversation I gave them weeks of space to sort things out, I've learned some things about how my ex has been framing things.

The story New Partner was told was that I'm an alcoholic who abused my ex. My ex claimed that when they were drunk one night I raped them, which led to the pregnancy of our child. My ex said that I tried to force an abortion. That I didn't want our child. There's more details - such as describing the constant debt cycles as being caused by my student loans (nevermind that I haven't had student loans since before we got together) in order to explain those details away and make it all my fault. The more I learned, the more I realized what my partner was describing. It was word for word something that had happened with a prior ex of theirs. A story they'd told many others in their life. The dots are so simple to connect that they might as well be numbered.

Now I am at a juncture. I have had many other things come up this summer which leave me feeling overwhelmed. Professionally and personally. I am seeking legal counsel because claims of rape can and will impact my career and personal life. I am looking for a therapist but the process is excruciating.

In the meantime, I'm doing the best I can to put on a brave face and be there for my child, even when they show up with a shirt saying "X parent is cooler than Y parent".

But today I cried. I cried a lot. I hid it from my child because I didn't want to answer about why I was crying. I sobbed into my pillow until they came asking for pancakes and coca cola and forgive me but I provided.

What have you been doing lately for your own fitness? Try out any new programs or exercises? Have any questions for others about your training? Want to vent about poor behavior in the gym? Started a new diet or have a new recipe you want to share? Anything else health and wellness related?

What have you been listening to this week? You don't need to do a 6000 word review if you don't want to, but please write something! If you've just picked up some music, please update on that as well, we'd love to see your hauls :)

Feel free to give recs or discuss anything about each others' listening habits.

You can make a chart if you use last.fm:

http://www.tapmusic.net/lastfm/

Remember that linking directly to your image will update with your future listening, make sure to reupload to somewhere like imgur if you'd like it to remain what you have at the time of posting.

He's Canadian and he'll always have the most ridiculous source (see the post title) or the worst, goalpost-moving response ("who said that?" "how?" "well the lady said there was no impact because they just didn't get their $50M payday but they still had all the medicine." "I don't think the number is zero, but it's not what people said it would be.")

I know the easiest answer is just ignore him like most people do. But it is so infuriating when there are hundreds of thousands of people actively dying.

Found myself working a bit too hard lately, started to experience some stress from my pointless busywork white collar job. Remembered this time to wonder why am I stressed about something that doesn't matter?

Perfect timing, my boss decided today to let me know that he won't be approving any more vacation for the rest of the year because even though we have unlimited, apparently the limit is 20 days.

We've got a deadline coming up and honestly I'm just gonna take a break for the rest of the week. I need it, I deserve it, I've been busting my ass for no reason cause the end result is the same and no one uses our product, a year from now it probably won't even exist any more, and five years from now I'll have to go back to school and retrain to do some other job.

I was really doing fine until today. I make great money, I work from home, I actually get vacation, I know I can just take a sick day with no planning and that's fine, it's just so fucking stupid that they WANT me to take an unplanned day off or quiet quit for a few days when I need it instead of just allowing me to plan some fucking vacation.

Edit - this blew up, I don't mean to be all doomer. I'm just upset. There's beauty to life outside of my work situation.