Catch-up growth is easier: a small team can adapt and scale technologies invented elsewhere. Frontier innovation is different - it requires an org structure that fosters experimentation, independent thinking, and risk-taking. Eventually, the org structure becomes the bottleneck.
Thanks to Jack for the shoutout!
Large projects have the same credit assignment problem as long-horizon agents: delayed rewards and long causal chains make attribution hard.
Maybe we need an ensemble of value models. 😄
Unforgettable time! Grok Imagine was a true collective effort. In addition, @JiachenLi11@chaoqi_w@jefffhj@Randxie29 — and many others made significant contributions in the initial 3 months sprint
Grok Imagine is getting better and better. Our only goal is to make it genuinely useful. If we do that well, strong rankings will naturally follow as a byproduct.
@EthanHe_42 worked with me and @imhaotian for half a year on Grok Imagine. I don't think he was being intentional overclaiming here, but the internet narrative quoting him as the "lead" was werid. It was really driven by @imhaotian most of the time.
Good times — especially that intense three-month sprint at the start. Huge credit goes to @imhaotian and several other key people like @zeliu_@jathushan@ZhibeiM@hexiang@JackCaiXun@chaitu, and later @jia_xuhui@YknZhu, along with many others — especially the latest Grok Imagine 1.5.
A question I keep asking myself:
Do you want to ride the waves and capture the upside everyone already sees?
Or stand with a small group of people doing deeply contrarian things before the world understands why they matter?
@xdNiBoR The future of AI is primarily video understanding and generation, because photons are by far the highest bandwidth form of communication. These are essential tools for AGI.
Worth mentioning that Imagine is positive gross margin for @xAI, not a money loser.
Grok Imagine is often overlooked in conversations around video generation, but the market share speaks for itself. It’s been incredibly rewarding to take it from nothing to where it is today. There are many stories behind this journey that are hard to fully capture here, but every sleepless night, pressure, and uncertainty has been worth it.
The speed at which Grok has captured the AI video market over the last few months is wild
Grok is completely taking over…..users are already generating way more videos with Grok Imagine than on any other AI platform
The traffic shift is unreal. Grok’s dominance moved so fast it crushed demand entirely, shutting down models like Sora
Adoption rate is insane. xAI is moving at lightspeed
If you haven’t tried Grok Imagine yet, you’re missing the new standard 🔥
@karpathy I think the problem isn't memory, it's passive memory. We need agentic memory that updates and prunes through interactions. Humans don't remember every detail about their friends - they forget about noises, and remember those important moments.
Example of using the Grok Imagine extension:
Here is a 26-second scene without cuts, without editing, perfect stylistic coherence, made in 5 minutes.
I requested two 10-second extensions and one 6-second extension.
There is no loss of quality throughout the sequence and perfect sound consistency.
Great article!
"The scarce thing flipped from execution to judgment: can you orchestrate systems, run parallel bets, and have the taste to know which results matter?"
New tool will bring a new art form. This short film reminded me of my experience as mechanical engineer: everyone was trained with new CAD tool (no more manual drawing). Tools improve efficiency, not creativity. Those who can create generates much better 3D design.
Why can films tell stories? Camera movement, lighting, and acting all matter - but montage is the decisive element. Narrative lives between shots. Even the simplest story requires more than a single shot; without montage, cinema is nothing more than a surveillance camera left running.
@hangg70 You will be missed! I still remember the time we walked together near the office, and discuss the meaning of writing. Best wishes to your next journey!