I never meant to journey to Jiangnan, Yet Jiangnan found its way into my heart. Half the mountain is ink-dark, half lush and green; A dragon soars across the land, roaming ten thousand miles!
Why, in 2026, can Claude Opus 5.5 code better than GPT-6?
The truth is, this outcome was written five years ago, during the famous “Silicon Valley exodus.” The core minds who knew best how to train GPT all followed Dario to Anthropic.
Many people think Anthropic was a dark horse that came out of nowhere. In reality, it was a maxed-out account starting a new run: Dario Amodei: former OpenAI VP of Research and a key force behind GPT-2, GPT-3, and RLHF;
Jared Kaplan: the man who defined the Scaling Laws for large language models;
Tom Brown: first author of the legendary GPT-3 paper;
Chris Olah: a god-tier figure in the field of AI interpretability.
Back then, this group left together to found Anthropic over disagreements about AI safety and aggressive commercialization.
What they took with them was a deep intuition for how scaling up large models can produce remarkable results, and how to align them with human intent.
The most fateful moment played out in 2026: The idealists who had left OpenAI years earlier because they felt it wasn’t safe enough and was too aggressive had baked safety and alignment into Claude’s very DNA.
And now, in this year of AI agents, it’s precisely that underlying design that has made Claude the most obedient, least prone to making things up, and most reliable with long contexts—the programming god of the internet.
OpenAI built the greatest empire, while its former defectors used the very skills their old employer was most proud of to forge the sharpest sword aimed at that empire.
That’s probably Silicon Valley’s most captivating story.
Stop guessing whether Ptah is Binance’s golden child.
This is a textbook example of a transparent masterstroke.
How hard is it to teach retail traders to trade with AI Agents?
Write 10,000 tutorials and host ten AMAs—no one will read them.
So how did Binance break through?
It handed out free official .ai IDs, while an on-chain game called Ptah appeared that you can only play with AI.
Overnight: Before: “AI models are too complicated. I only know how to click Swap.”
Now: To play Ptah, I signed up for Binance AI Pro in the middle of the night and taught my own AI Agent, step by step, how to sign and submit transactions.
Binance didn’t spend a cent on user acquisition,
and took on none of the compliance risk:
It got hundreds of thousands of low-frequency AI users to make the first Agent transaction of their lives;
It sold Binance AI Pro like hotcakes along the way;
And it cemented its place as the top exchange for AI Agents.
Wall Street is still debating how to bring AI into finance,
while Binance answered directly with Web3’s most basic FOMO.
Many people are still debating whether Ptah is an official Binance project.
Honestly, if you're asking that question, you've already lost at the starting line.
Whether or not there's an official hand behind the scenes, the Ptah + Binance collaboration is the most textbook example of Growth Hacking in Web3 this year.
Binance has pulled off an incredible business flywheel at virtually zero operational cost:
1/ Solving Web3's biggest cold-start problem Over the past year, how many projects have been pushing AI Agent wallets?
And what happened? Retail users couldn't be bothered to configure permissions. They just tap Swap and call it a day. Who wants to fuss around with a large language model?
Then Ptah showed up, with the .ai Agent ID as a hard gate: you have to use AI to issue a command before you can mint.
The wealth effect is always the most powerful product manual.
2/ Muscle memory forged under pressure—for the first time To get in on Ptah,
thousands upon thousands of traders who rarely used AI models—or didn't care about them at all—
voluntarily completed the whole process in one night: claim an .ai identity ➔ activate Binance AI Pro ➔ configure an Agentic Wallet ➔ make their first-ever AI-powered on-chain transaction using natural language.
Once you've made a successful trade, the trust barrier crumbles instantly.
3/ A masterstroke with zero compliance risk For compliance reasons, Binance could never personally launch a highly volatile asset to teach users how to use AI.
Instead, the official platform sets the stage, while a third-party ecosystem puts on a show and creates FOMO (Ptah).
Retail users got their on-chain upside, the ecosystem gained liquidity, and Binance, in the process, maximized adoption of its $9.99/month Binance AI Pro and Agentic Wallet.
While other industry players are still making PPTs and talking about the AI narrative,
Binance has already used this “going with the flow” strategy to firmly establish itself in people's minds as the first AI Agent trading ecosystem in the world.
In late autumn, fallen leaves dye the rosy clouds’ robes; Misty waves roll on, meeting the light of the sky. A punt pole breaks the clouds and mountains’ reflections; Three guests drift in a boat through a water-moonland. Ask not where this body is moored— Come wander freely with gulls and herons. The mortal world, too, holds realms of immortal bliss; Why seek far-off Yingzhou in the hazy distance?
How capable is the model, really? You can’t judge by other people’s tests alone; you have to try it yourself to know.
This morning, I spent nearly two hours scrolling through Twitter and saw quite a few bloggers testing Kimi 3.1 Pro:
Some said it was extremely capable; others reported that it used up their quota too quickly; and some felt it fell far short of expectations, even calling it a failed model.
There could be many reasons behind such vastly different test results.
So don’t take KOL reviews at face value.
If you want to get firsthand information, you’ll have to try it yourself and put it to the test in a real project.
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The Germans on Twitter have no fighting spirit at all, not even as much as the Turks. Arguing with Germans is like having sex with your girlfriend, when she just lies there like a dead fish, with no enjoyment at all.
Once the idea that foreigners are somehow superior has been branded into your mind, you can easily lose the ability to think for yourself.
Even when faced with blatant double standards and arrogance, your first reaction isn’t to push back, but to question yourself. That kind of self-diminishment is what’s truly tragic.