Sublime
An inspiration engine for ideas
How to become expert at thing:
1 iteratively take on concrete projects and accomplish them depth wise, learning “on demand” (ie don’t learn bottom up breadth wise)
2 teach/summarize everything you learn in your own words
3 only compare yourself to younger you, never to others
Andrej Karpathyx.comAndrej Karpathy literally shows how to build apps by prompting in 30 mins
https://t.co/XGbVwKW5AI
Aadit Shethx.com
I'M BLOWN AWAY.
Andrej Karpathy just explained Software 3.0 at YC.
BIG IDEAS: English is coding. AI is electricity. And, build for LLMs, not just people.
Key takeaways: https://t.co/PMn7StW3Vj

An attempt to explain (current) ChatGPT versions.
I still run into many, many people who don't know that:
- o3 is the obvious best thing for important/hard things. It is a reasoning model that is much stronger than 4o and if you are using ChatGPT professionally and not using o3 you're ngmi.
-... See more
Some of the links:
- My slides as keynote: https://t.co/vpgY8u5Sup
- Software 2.0 blog post from 2017 https://t.co/52Ypl0Vfo0
- How LLMs flip the script on technology diffusion https://t.co/ut7JaCcEie
-... See more
Andrej Karpathyx.comDeep Dive into LLMs like ChatGPT
youtube.com
📽️ New 4 hour (lol) video lecture on YouTube:
"Let’s reproduce GPT-2 (124M)"
https://t.co/QTUdu8b0qh
The video ended up so long because it is... comprehensive: we start with empty file and end up with a GPT-2 (124M) model:
- first we build the GPT-2 network
- then we optimize it to train very fast
- then we set up the training run optimization and hyperparameters by referencing GPT-2 and GPT-3 papers
- then we bring up model evaluation, and
- then cross our fingers and go to sleep.
In the morning we look through the results and enjoy amusing model generations. Our "overnight" run even gets very close to the GPT-3 (124M) model. This video builds on the Zero To Hero series and at times references previous videos. You could also see this video as building my nanoGPT repo, which by the end is about 90% similar.
Github. The associated GitHub repo contains the full commit history so you can step through all of the code changes in the video, step by step.
https://t.co/BOzkxQ8at2
Chapters.
On... See more