For friends of open source: imo the highest leverage thing you can do is help construct a high diversity of RL environments that help elicit LLM cogn… - Andrej Karpathy

It's 2025 and most content is still written for humans instead of LLMs. 99.9% of attention is about to be LLM attention, not human attention.

E.g. 99% of libraries still have docs that basically render to some pretty .html static pages assuming a human will click through them. In 2025 the docs should be a single your_project.md text file that is intended to go into the context window of an LLM.

Repeat for everything.

The future expands the variance of human condition a lot more than it drags its mean. This is an empirical observation with interesting extrapolations.

The past is well-approximated as a population of farmers, living similar lives w.r.t. upbringing, knowledge, activities, ideals, aspirations, etc.

The future trends to include all of:
- the transhumanists who "ascend" with neuralinks etc., and the Amish living ~19th century life.
- those who "worship" ideals of religion, technology, knowledge, wealth, fitness, community, nature, art, ...
- those exploring externally into the stars, those exploring internally into minds (drugs++), or those who disappear into digital VR worlds
- those who date a different partner every day and those who are monogamous for life
- those who travel broadly and those who stay in one location their entire life
- those in megacities and those off-the-grid

For almost any question about a dimension of human condition, the answer trends not to any specific thing but to "all of the above". And to an extreme diversity of memetics. At least, this feels like the outcome in free societies that trend to abundance. I don't know what it feels like to live in such a society but it's interesting to think about.

Tired: elaborate docs pages for your product/service/library with fancy color palettes, branding, animations, transitions, dark mode, …

Wired: one single docs .md file and a “copy to clipboard” button.