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Andrej Karpathy on autoresearch with an untrusted pool of workers:
"My designs that incorporate an untrusted pool of workers (into autoresearch) actually look a little bit like a blockchain.
Instead of blocks, you have commits, and these commits can build on each other and contain changes to the code as you're improving it.
The proof of work is basically doing tons of experimentation to find the commits that work."
The idea that distributed & permissionless autoresearch ~= proof-of-useful-work remains a high-level intuition for now, but it is extremely intriguing to say the least.
Someone needs to take this further. See QT for more on what's missing.
Wei Dai@_weidai
Is it possible to build "proof-of-useful-work" on top of autoresearch? There's already great compute-versus-verification asymmetry that is tunable. Would need a reliable way to generate fresh & independent puzzles (that are still useful). Maybe a dead end, but someone should look into if decentralized consensus with useful work is possible on top of autoresearch. Let me know if you solve this.
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OpenClaw and Pi together are in the top 10 of all time software breakthroughs.
Chrys Bader@chrysb
folks who are calling @openclaw pure hype are telling on themselves openclaw is like the early internet, it's raw, unrefined, and takes a little doing to get things to work, but when you figure it out, it's transformative. here are some real use cases that are having material impact on our $2.5M ARR business: 1. ad creative pipeline. our head of growth @ArjunShukl95550 built an end-to-end creative pipeline to go from ideation to publish adds to meta, greatly increasing our creative iteration speed. it's producing winning creatives. it lives in slack, and anyone on the team can share their ideas and have them enter the pipeline. 2. data analytics agent. another bot lives in our slack that connects to bigquery and lets our team ask any questions of the data, it produces charts and answers questions in real time. no one needs to write SQL anymore. 3. recruiting. i told my agent about a role we're hiring for, and it scoured linkedin and the web, found 30 candidates, portfolio, email addresses, and stack ranked them based on fit with our criteria this is just in the past week. i have twenty more success stories for you i can share another time. you have to understand, this is the shittiest it will ever be. everyone is going to have one or more personal self-improving agents that they use every day, and openclaw is what revealed this future to us. if you can't see this, i encourage you to look harder there will be many competitors (and already are), and the large labs will start to converge on this (they already are) too. openclaw may not win, but it opened pandora's box and uncorked the agentic future.
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On Xavier Dolan’s birthday, we revisit this iconic and beautiful scene from 'Mommy' (2014) with Oasis’ "Wonderwall" playing in the background, where the aspect ratio shifted from 1:1 to 1.85:1.
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.:⠠⋮⠠:. retweetledi
Introducing the new @stitchbygoogle, Google’s vibe design platform that transforms natural language into high-fidelity designs in one seamless flow.
🎨Create with a smarter design agent: Describe a new business concept or app vision and see it take shape on an AI-native canvas.
⚡️ Iterate quickly: Stitch screens together into interactive prototypes and manage your brand with a portable design system.
🎤 Collaborate with voice: Use hands-free voice interactions to update layouts and explore new variations in real-time.
Try it now (Age 18+ only. Currently available in English and in countries where Gemini is supported.) → stitch.withgoogle.com
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Found this on his old website toyphilosophy.com pretty interesting lore. Added to the reading list.
kaiser_cože 皇帝咩話@solardank
@deomaius So Reza-vibed, I'm reading through mitpress.mit.edu/9780997567403/…
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.:⠠⋮⠠:. retweetledi
Polymarket bettors send death threats to reporter over missile report tied to $14 million prediction market pool theblock.co/post/393790/po…
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@yashalevine It was previously the distinction between the fool and the scholar, now they can both be fools.
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lol very true. but historically writing has always been the realm of elite classes who live off of rent and don't need money. they did it (and still do it) to stave off boredom, impress their peers, influence society.
the u.s. is returning to the 19th century...
Malcolm Harris@BigMeanInternet
I remember when I was reporting on the history of freelance wages and I was interviewing Adrian Chen and he said "It's like art, you do it for love" and I said "If you were an equivalently successful artist you would have ten million dollars" and he was like "🤔☹️"
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@tomosaito Ethereal fairy wood elf - oh but wait its a distributed ledger made for mass surveillance with already a built central bank digital currency to enslave us all into "the world computer".
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Download the EF Mandate artworks here:
ef-mandate-art-files.netlify.app
The document features 9 artworks embodying the spirit and energy of Ethereum.
Ethereum Foundation@ethereumfndn
Today, the Foundation’s Board released the EF Mandate. This document, which was first intended for EF members, reaffirms the promise of Ethereum, and the role of EF within this ecosystem.
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I Saved Injective's $500M. They Pay Me $50K.
I like hunting bugs on @immunefi . I'm decent at it.
- #1 — Attackathon | Stacks
- #2 — Attackathon | Stacks II
- #1 — Attackathon | XRPL Lending Protocol
- 1 Critical and 1 High from bug bounties (not counting this one)
Life was good. Then I found a Critical vulnerability in @injective .
This vulnerability allowed any user to directly drain any account on the chain. No special permissions needed. Over $500M in on-chain assets were at risk.
I reported it through Immunefi. The next day, a mainnet upgrade to fix the bug went to governance vote. The Injective team clearly understood the severity.
Then — silence. For 3 months. No follow up. No technical discussion. Nothing.
A few days ago, they notified me of their decision: $50K. The maximum payout for a Critical vulnerability in their bug bounty program is $500K. I disputed it. Silence again. No explanation for the reduced payout. No explanation for the 3 month ghost. No conversation at all. To be clear: the $50K has not been paid either.
I've seen others share bad experiences with bug bounty payouts recently. I never thought it would happen to me. I can't force them to do the right thing. But I won't let this be forgotten.
I will dedicate 10% of all my future bug bounty earnings to making sure this story stays visible — until Injective pays what I deserve.
Full Technical Report: github.com/injective-wall…
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