@GeoffreyHuntley Auto $Research currently sitting at 50k mc with an ATH of 530k at launch / All fees directed to github @karpathy
6JhpWAPCa4DXA67mfWznfqQFq1SpMwes65kH6Xmupump
The next step for autoresearch is that it has to be asynchronously massively collaborative for agents (think: SETI@home style). The goal is not to emulate a single PhD student, it's to emulate a research community of them.
Current code synchronously grows a single thread of commits in a particular research direction. But the original repo is more of a seed, from which could sprout commits contributed by agents on all kinds of different research directions or for different compute platforms. Git(Hub) is *almost* but not really suited for this. It has a softly built in assumption of one "master" branch, which temporarily forks off into PRs just to merge back a bit later.
I tried to prototype something super lightweight that could have a flavor of this, e.g. just a Discussion, written by my agent as a summary of its overnight run:
https://t.co/tmZeqyDY1W
Alternatively, a PR has the benefit of exact commits:
https://t.co/CZIbuJIqlk
but you'd never want to actually merge it... You'd just want to "adopt" and accumulate branches of commits. But even in this lightweight way, you could ask your agent to first read the Discussions/PRs using GitHub CLI for inspiration, and after its research is done, contribute a little "paper" of findings back.
I'm not actually exactly sure what this should look like, but it's a big idea that is more general than just the autoresearch repo specifically. Agents can in principle easily juggle and collaborate on thousands of commits across arbitrary branch structures. Existing abstractions will accumulate stress as intelligence, attention and tenacity cease to be bottlenecks.
Autoresearch, Ralph Wiggum, OODA are all implementations if the basic cybernetic loop.
Feeding back an observation as input to the next action for a long time.
Has always worked. Will always work.
Oh nothing, just the CEO of @Shopify using @karpathy Autoresearch technique to improve a templating engine that was in production for 20 years by *checks notes* 51%!
Truly... this, applied everywhere is how we foom
@yacineMTB@tobi@garrytan We have a crypto project on https://t.co/RnxotsDyaO directing all fees to dev @karpathy It would be nice to gain some support for more recognition towards AutoResearch!!
$Research
6JhpWAPCa4DXA67mfWznfqQFq1SpMwes65kH6Xmupump
karpathy just broke the internet with something called auto research
it’s basically an ai research agent that runs experiments for you 24/7
you give it a goal like
“make this model better”
“find a higher converting landing page”
“lower customer acquisition cost”
then it runs a loop:
1) plan an experiment
2) edit the code or config
3) run a short test on a gpu
4) read the metrics
5) keep the winner
6) try again
over and over
while you sleep
by the morning you wake up to the best version
actual tested improvements
think of it like a robot research intern that runs hundreds of experiments and only keeps the winners
this is link to his repo https://t.co/hm9aFyXQZS for your to mess around with it
in the latest episode of @startupideaspod
i break down:
• what auto research actually is
• how it works step by step
• 10 business ideas you can build with it
• how to install it and start using it
this one is saucy
because tools like this change how startups get built
watch
The tech is insane,
Probably one of the best to come out in the history of AI.
I bought around 300K and still holding.
Moon or dust I don't care.
If y'all saw how Clawd, Moltbook, Ralph had gone out of nowhere you already know what you're sitting on here.
Hey brahs , locked 3% half of which I bought with my own money, other half with buy backs, ready to ride this journey with you all! We’re All Gonna Make It through this
https://t.co/BQNUCX44Kq
Let’s take a minute brahs.
I wanna share why I’m here for all you legends
“WAGMI” didn't begin as a crypto slogan in case y’all didn’t already know. It goes wayyy back to 2008 and was a battle cry from my brother Az aka Zyzz to motivate the masses to strive for greatness !
“We’re all gonna make it, brah.”
He passed in 2011. He was 22, at the peak of his fame.
Everyone came to know the phrase after he died. But many people don't know that it was because I went through his hard drive, watched clip by clip, and shared those videos with the world to continue his legacy. I did what any big brother would do to honour his life.
Over the next 10 years WAGMI made its way through gaming, music, and the fitness world.
And then almost 10 years later, around 2020 and at a time similar to where we are now in 2026, it made its way into the crypto world as a way to show unification and suddenly the whole space was saying it.
His message helped me realise I could make it… even without him. And over the last 15 years, I did. I built, I survived, I carried the torch. it was big shoes to fill let me tell you that, and a blessing and a burden at the same time. But I ran with it and never looked back and carried his legacy on my back with pride and joy whilst building my own.
WAGMI was his legacy. It became everyone's. Yours, mine, all of us.
This week a WAGMI coin launched and I started getting some fees from someone else. It didn’t feel right only taking without giving back, so I stepped in, took control, spoke to the community, and started building a real team to do this properly.
Because honestly… I just entered crypto and the vibe is heavy. Negativity everywhere, people are feeling low. And the world outside feels low too. Just like back in 2020 brahs :( …I’m going to change that, I’m the torch bearer and I’m here to make sure we are all gonna make it.
So this is a calling. A signal. A rally cry.
For the trader staring at red. For the worker stuck in a tough job. For those fighting demons at 3am. For the lifter trying to find motivation again. For the socially awkward guys trying to find themselves, for the lost crowd of Gen Z broccoli heads. For the new generation looking to make a name for themselves. For the bullied. For the skinny gamer kid, like Zyzz was before he stood up. For anyone that needs a bit of positivity.
This isn’t a promise. It’s a fkn movement. We're gonna bring positivity, give back, and remind people what this was always for:
We’re all gonna f**king make it, brah, thats it!
And that means you too.
I love y’all and I’m excited for what’s to come!
We've launched our Official WAGMI token twitter account so follow it and join the movement
Official links
Twitter/X: @WAGMILegacy
X Community: https://t.co/XIkPxdsNrb
Website: https://t.co/gcRoJQaMe5
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TikTok: https://t.co/3SyzrikyU6
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