The space of minds | karpathy
The space of intelligences is large and animal intelligence (the only kind we've ever known) is only a single point (or a little cloud), arising from a very specific kind of optimization that is fundamentally distinct from that of our technology. Above: humorous portrayals of human vs. AI intelligences can be found on X/Twitter, this one is among my favorites. Animal intelligence optimization pressure: Meanwhile, LLM intelligence optimization pressure: The computational substrate is different (transformers vs. brain tissue and nuclei), the learning algorithms are different (SGD vs. ???), the present-day implementation is very different (continuously learning embodied self vs. an LLM with a knowledge cutoff that boots up from fixed weights, processes tokens and then dies). But most importantly (because it dictates asymptotics), the optimization pressure / objective is different. LLMs are shaped a lot less by biological evolution and a lot more by commercial evolution. It's a lot less s
karpathy 29 Nov, 2025 The space of intelligences is large and animal intelligence (the only kind we've ever known) is only a single point (or a little cloud), arising from a very specific kind of optimization that is fundamentally distinct from that of our technology. Above: humorous portrayals of human vs. AI intelligences can be found on X/Twitter, this one is among my favorites. Animal intelligence optimization pressure: innate and continuous stream of consciousness of an embodied "self", a drive for homeostasis and self-preservation in a dangerous, physical world. thoroughly…
saved by
related reading
- Animals vs Ghosts – karpathykarpathy.bearblog.dev
- Language Models in Plato's Cave - by Sergey Levinesergeylevine.substack.com
- The Artificial Intelligence Revolution: Part 1 - Wait But Whywaitbutwhy.com
- A Workaphile’s Apologymoalquraishi.wordpress.com
- Andrej Karpathy — AGI is still a decade awaydwarkesh.com
- The hot mess theory of AI misalignment: More intelligent agents behave less coherently | Jascha’s blogsohl-dickstein.github.io
- General Intuition | The frontier lab for acting in space and time.generalintuition.com
- Intelligence as efficient model building | Alex’s blogatelfo.github.io
- Surprised by Brains — LessWronglesswrong.com
- billparker.ai: The Octopus, AI, and the Alien Mind: Rethinking Intelligencebillparker.ai
- Scaling works. These researchers are betting billions it isn't enoughsubstack.com
- Superintelligence: The Idea That Eats Smart Peopleidlewords.com