Lev

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Lev

Lev

@LevsKript

Crypto enthusiast since 2021, random Solana gambler.

Everywhere 가입일 Kasım 2024
46 팔로잉28 팔로워
Lev 리트윗함
Lev 리트윗함
Spark
Spark@Spark_coded·
Karpathy yesterday dropped a nucleus self-evolution system now he is talking about something like a collective agent evolution system we think alike
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Andrej Karpathy@karpathy

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.

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Lev
Lev@LevsKript·
@meta_alchemist 0x39C9E365b3DE7be16C9923445dAc700cc6F01b2e
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Meta Alchemist
Meta Alchemist@meta_alchemist·
For the attention of all washed KOLs, trencher, and Fortnite pro players: You might have realized by now that vibe-coded products are becoming the next big thing. Hereby, IdeaRalph has a proposal: What if every vibe-coded product had a coin: to pay the Claude, servers, marketing, and more? This would accelerate innovation, spawn more vibe coders, let great vibepreneurs access funding to build more, and make web3 the true home of all startups and innovation. Until now, you all have supported coins with no inherent value. You have stayed sleepless for days and months over coins with a dog, a cat, or a frog picture. You have acted cool because you supported all the useless stuff, and thought you were 200 IQ. Now, let's do the same with vibecoins. IdeaRalph is to set the stage for the spark of the vibecoin meta; it will be the MCP that spawns tens of thousands of ideas that will become vibecoins. IdeaRalph will be the Godfather of the vibecoins, able to create the movement with the vibe coders that use it. You give it the dumbest idea = and it can even turn that into genius. That's the Ralph Wiggum loop. IdeaRalph will have its own token. With no raise. All airdropped. It will have a mechanism that allows people who send their vibecoins created by IdeaRalph MCP to send a portion of their tokens to it, and holders of IdeaRalph will receive those tokens distributed to them equally according to how much they hodl. IdeaRalph will launch from vibe/vibe as the Godfather of the vibecoins. What's vibe/vibe? Do some research. Destination will be: BASE. Drop your 0x wallets. A REAL RALPH WIGGUM LOOP BEGINS HERE. FOR THE VIBECOINS. FOR PUSHING PRODUCTS. FOR TRANSFORMING THE DEGENS SPIRIT TO MACHINES OF PRODUCTION.
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Lev
Lev@LevsKript·
Idearalph just turned into $Spark. follow the evolution #ai #crypto #btc #BASE #airdrop
Meta Alchemist@meta_alchemist

For the attention of all washed KOLs, trencher, and Fortnite pro players: You might have realized by now that vibe-coded products are becoming the next big thing. Hereby, IdeaRalph has a proposal: What if every vibe-coded product had a coin: to pay the Claude, servers, marketing, and more? This would accelerate innovation, spawn more vibe coders, let great vibepreneurs access funding to build more, and make web3 the true home of all startups and innovation. Until now, you all have supported coins with no inherent value. You have stayed sleepless for days and months over coins with a dog, a cat, or a frog picture. You have acted cool because you supported all the useless stuff, and thought you were 200 IQ. Now, let's do the same with vibecoins. IdeaRalph is to set the stage for the spark of the vibecoin meta; it will be the MCP that spawns tens of thousands of ideas that will become vibecoins. IdeaRalph will be the Godfather of the vibecoins, able to create the movement with the vibe coders that use it. You give it the dumbest idea = and it can even turn that into genius. That's the Ralph Wiggum loop. IdeaRalph will have its own token. With no raise. All airdropped. It will have a mechanism that allows people who send their vibecoins created by IdeaRalph MCP to send a portion of their tokens to it, and holders of IdeaRalph will receive those tokens distributed to them equally according to how much they hodl. IdeaRalph will launch from vibe/vibe as the Godfather of the vibecoins. What's vibe/vibe? Do some research. Destination will be: BASE. Drop your 0x wallets. A REAL RALPH WIGGUM LOOP BEGINS HERE. FOR THE VIBECOINS. FOR PUSHING PRODUCTS. FOR TRANSFORMING THE DEGENS SPIRIT TO MACHINES OF PRODUCTION.

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Lev
Lev@LevsKript·
@Spark_coded 0x39C9E365b3DE7be16C9923445dAc700cc6F01b2e
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Spark
Spark@Spark_coded·
most agents forget everything the moment a session ends what if they didn't Spark — intelligence that self-evolves SparkNet — a collective evolution network where every agent's learning compounds. guardrails at every layer $SPARK airdrop — 11.2 drop your 0x wallet
Spark tweet media
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RIVOonSOL
RIVOonSOL@RIVOonSOL·
The launch rush is over. Tomorrow, we start to get Rivo out there. Everywhere! #Rivo #Solana
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RIVOonSOL
RIVOonSOL@RIVOonSOL·
The biggest mystery for today: Why is mystery token called SOLMystery2025 when it is already 2026? Happy New Year Everyone! $SOL #mystery #web3
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RIVOonSOL
RIVOonSOL@RIVOonSOL·
Jeety traders makes jeety devs, jeety devs makes more jeety traders... and so on... its a never ending spiral to a very degen market. Lets turn back, make the ruggers and farmers the past. Stay legit. Join. Make money. $SOL #Solana #meme #crypto #Airdrop @Loopierr @itsbaabo @slingoorio wanna join?
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Meta Alchemist
Meta Alchemist@meta_alchemist·
a cheat code for 2026: > learn vibe coding > build your own products > run a team of world class agents > automate them for everything > sell picks and shovels > be a billionaire
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BEASTMODE 🔶 野兽模式 #BNB
BEASTMODE 🔶 野兽模式 #BNB@BEASTMODECRYPTO·
pump.fun/coin/DEHUQyfWM… should see the team / whales chat brainstorming and cooking 😎 for $pumpmas! i launched it and bringing in the homies that will support early before we start marketing! this will be the runner on #pumpfun this holiday! $FRANKLIN WHALES LIKE $PUMPMAS! JOIN TG AND COME SEE WHOS IN IT! 2K TO START MARKETING WITH!
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