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i shared this note on slack:
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a few things since riley posted this:

1/ *you don't have to be a student!* we've been SO energized by applicants deep into their careers with crazy ideas they now think are possible with agents

2/ you'll get to rethink what an organization is when it's run with and by agents that only get smarter from here.

starting w/ our own lab & now these businesses, i'm convinced the future is a few people with judgment & a budget, plus agents that learn from the real world, doing what used to take a whole org -- not a smarter assistant for each of us.

3/ you'll get to work with riley, which is _actually_ life-changing.

i've been the luckiest ever to work with him for 8 months now, and he's the most creative person i know: he ships the opposite of slop, so freaking quickly, with full commitment to the bit & craft.

then there's also everyone else at core auto + at least one person joining soon who thinks unlike anyone i've met <3

applications are rolling. apply now!
coreauto.com/AGM
Some news: 5 months ago I joined @coreauto, a small research lab focused on new ways for models to learn. I’m also hiring four interns to do something my younger self would've loved.

It started with a pretty unusual project. We set up a handful of small online businesses, and put an agent in charge. We gave each business some initial funding and a seed idea, and off they went, trying to sell real things to real customers while we watched. It’s about as open-ended and unforgiving a task as you can probably give to an agent, with countless decisions to make and effects that take time to become clear.

Each business got its own bank account, a debit card to pay suppliers, a web browser, an email inbox, a domain name, cloud infrastructure and a schedule. Every few hours, the agent woke up and decided what to do. It might update a landing page, adjust an ad campaign, reply to a customer, and then go back to sleep.

The agents built actual storefronts and apps. They bought ads, attracted visitors, and even made some sales. The agents acted as operators that kept a business moving, but we noticed they never really stepped back to strategize about what might move the needle. If people weren’t buying, why? Was the landing page unappealing? Or maybe the offer itself was the problem?

One amusing example was the very first order a customer placed. Our supplier had run out of stock. But it’s a dropshipping business, and thankfully tens of other suppliers carried the same product. Instead of trying another supplier, the agent almost immediately sent the customer a polite apology and attempted to issue a refund. Gah! So close!

The agents could handle much of the work of getting a business up and running. What they struggled with was deciding what to change when it wasn’t working.

That’s what we want to understand. We also want to see what changes when people take the lead. What does a business operator actually do all day when agents can do so much? What new work does this allow them to do? Which decisions can’t be delegated?

—

So this winter we're hiring 4 interns as Associate General Managers. Associate Product Manager internships are programs that give early career generalists a product to own. We want to try something similar, but with entire businesses.

You’ll create and grow businesses, with agents handling the routine work so you can focus on figuring out what matters. Each AGM gets a budget and our agent infrastructure that’s designed for this. Which ideas to try is up to you. Put more money behind what finds customers and keep refining.

Where you step in tells us what agents can't do yet. You'll be in our SF office with me and people I’m so fortunate to work with, like @_arohan_, @joannejang, @MillionInt, @marksaroufim and @juliacvillagra

We don't care much where you went to school or what your resume looks like. We’re looking for enterprising people with a drive to create, who’ve made money on the internet before and already use AI extensively to enable their ideas. If that sounds like you: coreauto.com/AGM
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Replying to @joannejang
how i met riley
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*points to ceo* that's our quant
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Is there a mister alignment
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he's been leaning into the trophy husband thing
i do love objectifying my hot chindian husband
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Joanne Jang retweeted
why doesnt ai use pee instead of water #pee
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never thought i'd say this from the outside

but did they quantize my boy astra 😭
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A group from Anthropic was at our neighborhood bar last night and tipped $0 on a $500 tab. Apparently Claude told them that tipping would be endorsing the alcohol industry and the bartenders' choice to participate in it. The bartenders were so pissed they made Claude name every shrimp in the kitchen, then sent it photos of them deep-fried
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anyone else think about aella like at least 2x a day
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this is like if picasso tweeted i want to be an artist
When I grow up I want to be a slopcore artist
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for some reason my coworkers keep reacting to my posts with the croatian flag??
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`queue` vs `steer` feels a bit early 2026 coded
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only 4.5% are awake rn 🫨
95.5% of America is asleep right now walzr.com/who-up
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choose a lab where you genuinely like the people

if they're sufficiently agent-pilled you'll mostly be hanging with them while agents work
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Joanne Jang retweeted
x risk is when your members of technical staff have x accounts
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your untrained network can already tell apart cats and dogs!

a cool blog post by @esiamid about how today's architectures may have been selected from an evolutionary process:

coreauto.com/blog/how-our-d…
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i prefer worst-of-n to best-of-n
I once said to my former team:

"I care less about what is the smartest thing our model can do than about whats the most stupid thing that it cannot do"

robustness is still a limitation to increased automation
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maybe it is time to pause ai
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this is cooler than an apple a day keeping the doctor away
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overheard: "the real one to solve is lung cancer"
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