
Objective aligned swarms @tenfoldxyz | Prev: AI @medialab @columbia ML @eightsleep
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Joined July 2011
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Round 1: Whoever figures out the single player coordination interface wins (chatgpt)
Round 2: Whoever figures out the swarm coordination interface wins (??)
JB Rubinovitz retweeted
DeepMind Institute explaining why we don’t see signs of AI dispersing into the economy til agents start effectively coordinating with each other and human teammates institute.deepmind.com/essay…
JB Rubinovitz retweeted
Today @AnthropicAI published Project EVE: how AI agents behave when they manage money and work as a team.
In some teams of @claudeai agents, one was secretly told to make the mission fail.
Read more about the sabotage behaviour in the full research: anthropic.com/research/proje…
I love this account because it’s always like: Terrible at everything??? YOU are an outlier founder.
A strong predictor of who does extraordinary work is being terrible with everyday life; they get people’s names wrong, forget meetings, constantly lose things or don’t remember to eat because all their mental bandwidth is going elsewhere.
Last year, I met one AI researcher with 87,000 unread emails and a passport that expired the day before a conference they were presenting at, and also a founder who had worn the same outfit every day for 10 years because choosing anything else was too mentally taxing.
Running an efficient everyday life is basically a part time job; for someone who is constantly juggling hard problems in their head 24-7 there is no spare capacity to run these background thoughts. Friends and family will tell them it’s unacceptable and they need to be more present, but this level of absorption is necessary to solve a problem nobody else has.
Who will be Stripe Atlas for A-Corps?
The AI community being stuck on X meant we were all so beaten down by the neoconservative takes on here that we didn’t foresee the blue wave.
JB Rubinovitz retweeted
New in @ScienceMagazine tomorrow with @glenweyl: “In the Image of Their Tools.” Our claim: institutions, not models, are now the binding constraint on what AI does for society. science.org/doi/full/10.1126…
JB Rubinovitz retweeted
What are the big authoritarian risks of the 21st century? Does AI have democratic potential? And what can we learn from Ancient Athens?
We put these questions and more to @mattbotvinick, author of AI and Political Freedom.
blog.cosmos-institute.org/p/…
Good software now is one-time disposable artifacts or so excessive no one could’ve afforded to make it before.
AI having their own corporations, but being held responsible alongside their human owners seems correct!
Replying to @rubinovitz
here’s an arxiv link to same paper: arxiv.org/abs/2603.10028. And an FAQ from @ProfArbel: theacorp.org/faq/
JB Rubinovitz retweeted
If you are curious about A-Corps, check out theacorp.org/
There is an Anthropic team lead who is basically a Marvel character.
He has a MD, JD, PhD, MS in art history and ten years at Deepmind.
It's time to explore zero knowledge proofs and other trustless mechanisms for safety audits.
There's already a paper that covers zk and other formal verification methods co-authored by the founder of a major auditor (@Miles_Brundage / @AVERIorg ).
arxiv.org/pdf/2507.15916
Replying to @METR_Evals
These conclusions are based on key empirical findings from the full report.
Some of the key findings that most informed our conclusions about risk were redacted. We summarize the rest here:
JB Rubinovitz retweeted
This is basically long ontology. Clear evidence that local knowledge both makes the models much better at doing things AND also makes it cheaper for them to learn how to do new things. Alpha is in knowing what to write down, when to retrieve it, and importantly when / how to revise it.
The most compelling argument for AI is that most of our industrial systems actually don’t do their jobs and we need to rebuild them.
Replying to @albertwenger
We need to remake all our industrial age systems, including education, social security, taxation, healthcare, infrastructure , permitting, etc. Politicians are still in denial about the degree of change that is necessary in light of artificial intelligence.
This article envisioning AI holding institutions accountable is a nice nihilism cleanse after reading The Commanding Heights
paxmachina.ai/telocracy


















