M86
97 posts

M86
@JerryCheung6
Crypto enthusiast, entrepreneur, traveler,
沙田, 香港 Katılım Ocak 2018
666 Takip Edilen36 Takipçiler

Andrej Karpathy just explained the future of software engineering without directly saying it.
The best AI engineers are no longer “prompting.”
They’re building systems around the agents.
Karpathy’s biggest insight wasn’t:
“Claude can code.”
It was:
LLMs become dramatically better when you force them into disciplined workflows.
That’s why "CLAUDE.md" files are suddenly everywhere.
Not because they’re prompts.
Because they behave like an operating system for the agent.
Karpathy called out the exact problems with AI coding:
- models assume instead of asking
- they overengineer simple tasks
- they hide confusion
- they rewrite unrelated code
- they optimize for completion, not correctness
So developers started encoding rules directly into the workflow:
→ Think before coding
→ Simplicity first
→ Surgical edits only
→ Goal-driven execution
And the results are wild.
People are now running multiple Claude Code agents in parallel like engineering teams:
• one agent researching
• one debugging
• one writing tests
• one optimizing code
• one validating outputs
Not “AI assistance.”
Actual orchestration.
And this part from Karpathy changes everything:
“Don’t tell the model what to do. Give it success criteria and let it loop.”
That is the shift.
From:
“write this function”
To:
“here’s the goal, constraints, tests, and verification system — now iterate until correct.”
The craziest part?
This already feels like a phase shift in engineering.
A lot of developers quietly went from:
80% manual coding → to 80% agent-driven coding in just months.
Not because AI became perfect.
Because the leverage became impossible to ignore.
We’re entering an era where the highest leverage engineers won’t necessarily be the best coders.
They’ll be the people who build the best systems around AI agents.

Suryansh Tiwari@Suryanshti777
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@Regulars_NFT History, future, humanity, love,human to human connection, all well cooked up in this short video. any PFP able to do that before? Thanks @Regulars_NFT
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@takashipom I don’t own your nft. But please don’t say that because you have been delivering the amazing art to all of us. I like your art very much and wish to own a piece when I can afford it.
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Dear holders of Murakami.Flowers, I appreciate your continuing patronage, although the project's floor price and transaction prices remain stagnant. I am very sorry.

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Helping @0xDecaArt raffle off 32 mints of @XCOPYART’s Right Click Share.
To participate, drop your ETH address (ENS works) in the replies within the next 24 hours and Deca will randomly select winners from the thread. Mint is free.
Best of luck frens 🐸
Deca 🟥 🟩 ⬛ 🟪@0xDecaArt
1/ The greatest art distills the moment. A manifesto Revealing the art experiment, “Right Click Share” by @XCOPYART & Deca Attest your pixel at deca.art/rcs. And quote RT your belief in this space. For as long as we believe, the art will endure 🔥 (Sound on! 🔊)
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The ultimate threadooor, @punk6529, recorded his 1st podcast ever on @Unchained_pod. He analyzed the historical significance of CryptoPunks and Bored Ape Yacht Club + touched on memes, ApeCoin, and metaverse real estate.
Catch the alpha here → buff.ly/3wedxuE

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I do tons of giveaways on my Discord.
But for those fans who aren't on my Discord, here's your chance.
I will choose one random fan to gift an Early Access spot for my upcoming LetsWalk R8 drop. (In 24hrs)
comment, retweet, follow or show love.
#NFTGiveaway
GIF
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We have just launched a donation campaign on behalf of the @JaduHologram community to support humanitarian relief efforts in and around Ukraine.
We are matching up to $50k in donations and giving a special role in our Discord.
Donation details in the thread below.

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So sick!
Cult & Rain@cultandrain
C&R's 10th NFT GIVEAWAY is NOW LIVE!🤩 Introducing our 10th FULL NFT reveal ATLAS Colorway 05 Crystal Rarity #058/100 🔥Physical Shoe Value >$1,100🔥 To Enter 1.Follow, Like, Retweet this post 2.Join discord.gg/cultandrain 3.🎉in #makecultrain channel cultandrain.com
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