Depends on your skills. Documentation is always useful. If you have language skills, translation of documentation or helping create language packs/translations.

That’s just off the top of my head. I’m sure if I thought about it, I could come up with more.

YES! I study AI, and this is exactly how I feel!

Side note-One of my favorite things to do is ask people what their use case for using AI is, and watch them sputter out “uh…emails and productivity and things.”

The original paper itself, for those who are interested.

Overall, this is really interesting research and a really good “first step.” I will be interested to see if this can be replicated on other models. One thing that really stood out, though, was that certain details are obfuscated because of Sonnet being proprietary. Hopefully follow-on work is done on one of the open source models to confirm the method.

One of the notable limitations is quantifying activation’s correlation to text meaning, which will make any sort of controls difficult. Sure, you can just massively increase or decrease a weight, and for some things that will be fine, but for real manual fine tuning, that will prove to be a difficulty.

I suspect this method is likely generalizable (maybe with some tweaks?), and I’d really be interested to see how this type of analysis could be done on other neural networks.

I’m all about this. When I made my personal webpage, this is how I do it. I’m surprised it’s not more popular (at least for certain things) because it looks nice and clean, is fast, and crucially, is easy to put together. Most webpages don’t need a ton of JS to “accomplish the mission.” I get that not everything can do this, but there are soooooo many sites that can strip down to a more minimal site and have better functionality and a better experience. This is a case of less-is-more.

This is a much better article. OP’s article just shows the author’s surface understanding of how coding works and how well an LLM can actually code. There’s way more that goes into a programming task than just coding.

I see LLMs as having the potential of being almost like a super library. I can prompt GPT, Claude, etc. to write me a custom function that I copy, paste, test, scrutinize, and almost certainly change. It’s a tool that will make someone a more productive programmer. It won’t completely subsume a human’s ability to be creative and put the pieces together.

At the absolute worst over the next decade, I could see programming changing from writing and debugging code to prompting, stitching together, and debugging.

This is so true. Although not popular with people in my field (Computer Science), I highly value my liberal arts and humanities education. Far from being “worthless mandatory classes” (like many in my major believed), I found thee classes to be the most enlightening. I learned to wield algorithms and build software in my major, but I learned why I should and how to think critically about how to do it to best serve people (not to mention just simple communication). If anything, there should be more liberal arts in the curriculum, not less.

Which is really sad. What “conservatives” are representing isn’t even conservative at all; it’s just regressive, authoritarian non-sense. Conservatives (real ones) have an important part to play in a properly working political system (which we don’t have in the United States). Ideally, we’d have a a progressive party and a conservative party; the former looking for reforms anywhere they can, even to the point of burning down the system, and the latter urging caution and ensuring the stability and safety of the system. Instead, the U.S. has a conservative party (Democrats) and a fascist/regressive party (Republicans). So, instead of moving forward with caution, we’re moving backward.

Yeah, you’re right on a lot of chatbots just being paraphrased responses from the support database, but for a lot of people, that’s all they want or need. There are a great number of people who just don’t want to read the entire article to find their answer. For that, I don’t really mind chatbots because I get the use case. What I hate is when there isn’t an option to go to the next tier of support without going in circles forever with the stupid bot.

Exactly. I didn’t learn multiplication tables, but instead, my teachers taught what multiplication was and how to do it. Sure, after practicing how to do it I memorized a lot of basic math facts, but it was more important that I understand what I was doing rather than just knowing that 9×5=45. Then again, my parents saw the sorry state of public schools (both teachers) and made sure that I was sent to a decent private school after seeing the travesty of the local public school’s reading curriculum.