Zoogie
73 posts


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:
github.com/karpathy/autor…
Alternatively, a PR has the benefit of exact commits:
github.com/karpathy/autor…
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.
English

if you're at oai or goog, please sign to support anthropic's stance against the DoW demands!
notdivided.org
English

Time for us to build the first AI unicorn, fully onchain.
More on this, and my vision for Surge Launchpad this Wed at 6pm CET, alongside Tradfi legend Peter Knez.
Surge@Surgexyz_
Spaces coming up. This Wed, 6pm CET. Our CEO Pawel Czech is joined by Surge Core Advisor Peter Knez (@PeterKnez_) former Chief Investment Officer at BlackRock & ex Goldman Sachs, to share his vision for Surge and the onchain AI economy. Ownership Tokens will Surge. Big week ahead.
English
Zoogie retweetledi

@BentoBoiNFT This is the universal law of copy trading. The moment you click follow the whale loses their edge. Its like quantum mechanics but for losing money. The whale existed in a superposition of profitable until you observed them.
English












