picoGPT VS taskwarrior

In that case, you might also enjoy https://jaykmody.com/blog/gpt-from-scratch/

(here's the raw code: https://github.com/jaymody/picoGPT/blob/main/gpt2.py)

I wrote a minimal implementation in NumPy here (the forward pass code is only 40 lines): https://github.com/jaymody/picoGPT

Although this is for a decoder-only transformer (aka GPT) and doesnt include the encoder part.

Take a look at https://github.com/jaymody/picoGPT/blob/a750c145ba4d09d57648...

Yes, this is GPT-2 not 4 and it‘s not the Chat, only the model and it‘s basically only the inference part, not the training loop and it‘s somewhat simplified.

Still, take a good look.

That‘s essentially what it is and a single sheet of paper.

There is nothing specifically about language in „language model“, we just call it that. Better to call it just LLM.

Nobody knows exactly what it learns, although there would be ways to poke around given some research programs. But it seems like the interest in that is limited currently, everyone is busy with improving it or with applications.

Perhaps the answer is that we overestimated what a mind is. It‘s like we used to ask what life is and it turned out that there is nothing special about life, not even the DNA is controlling anything. It‘s merely a chemical process, even though a complex process.

(The hardest part was just designing a math function that has the capability of getting good at this game, but when all is said and done, it need not be a whole lot of code).

A task manager tool that supports syncing with Taskwarrior.

Not much to say, it's a {https://github.com/GothenburgBitFactory/taskwarrior}(command line utility for task management) with a lot of features. I like it because I tend to spend more time on desktop than mobile, although there are a {https://github.com/bgregos/foreground}(couple) of {https://f-droid.org/es/packages/kvj.taskw/}(apps) for Android users. It allows synchronization between devices by setting up your own {https://taskwarrior.org/docs/taskserver/setup/}(taskserver) or using {https://inthe.am/}(third party tools).

I set out on this course with taskchampion-lib about three years ago. It quickly became clear that some tooling would help.

taskwarrior: Feature-rich command-line task manager.

Web-based tools and gui apps are just too high friction for my work flow, so I prefer simple command line tools. https://taskwarrior.org/ is my current favorite.

I’ll volunteer Taskwarrior (https://taskwarrior.org), since I don’t see it from anyone else just yet. It’s a CLI oriented task management system which (once you learn it) can be very quick and easy to use. It’s not perfect but they’ve done a better job that I would have for sure, and have really thought about reducing friction.

Cool, I set it in my Google Calendar and put it in my Taskwarrior that I started using.