GN Building world-class AI used to require billion-dollar data centers with specialized, ultra-fast fiber optics. 0G_labs shattered this barrier. Its communication is 357x more efficient, it allows for frontier-scale AI training over the same 1 Gbps home internet you use to 🧵

餘額通・520 相見｜靈活理財，安心增值

券商 3.0 時代：GigaMoney 如何把「華爾街桌面」裝進你的手機？

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The crowded trade problem is one of the more counterintuitive risks in markets. The common assumption is that if a lot of smart people are in the same position, that position is probably correct. The analysis is sound, the thesis is well-constructed, and broad agreement seems like validation. But what crowding actually does is change the exit dynamics entirely. When everyone is on the same side, the position works until it doesn't, and when it doesn't, the exit is simultaneous. There's nobody to sell to except other holders who are trying to exit for the same reason. The fundamental thesis can be completely right and the position can still produce a painful drawdown purely because the unwind is simultaneous and there's no incremental buyer to absorb it. The most dangerous trades in crypto are the ones that feel safe because everyone agrees with them. The consensus is often correct on direction and catastrophic on timing, because the consensus getting in is what makes the eventual unwind violent.

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Just joined TopNod Energy Park ⚡️ Simple tasks → earn Energy → share weekly $PROS rewards. The more people join, the bigger the reward pool Worth a try！.. #topnodenergy topnod.onelink.me/orvm/w9nhk…

Just joined TopNod Energy Park ⚡️ Simple tasks → earn Energy → share weekly $PROS rewards. The more people join, the bigger the reward pool Worth a try！. #topnodenergy topnod.onelink.me/orvm/w9nhk…

Just joined TopNod Energy Park ⚡️ Simple tasks → earn Energy → share weekly $PROS rewards. The more people join, the bigger the reward pool Worth a try! #topnodenergy topnod.onelink.me/orvm/w9nhk…

Just joined TopNod Energy Park ⚡️ Simple tasks → earn Energy → share weekly $PROS rewards. The more people join, the bigger the reward pool Worth a try！ #topnodenergy topnod.onelink.me/orvm/w9nhk…

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New episode of The Information Bottleneck is out 🥳 In this one, we talked with @srush_nlp, a researcher at Cursor and professor at Cornell, about the hottest topic - coding agents! We talked about how Cursor trains Composer, the challenges, and where all this is going. One point Sasha made stuck with me. Coding agents work really well, but only when you can specify a clear hill-climbing signal. A problem where the agent knows it's getting better. Karpathy tried this on nanochat a few weeks back, letting an agent run overnight to optimize the validation loss autonomously. The follow-ups were mixed. Sometimes the "improvement" was worse than classical methods. Most real problems don't come pre-packaged with a reward signal at all. You don't know if a new architecture is better until you've already run the experiment. You don't know if a refactor is cleaner until someone reads it. You don't know if a product decision worked until months later. A lot of what we call hard problems are hard precisely because the signal is missing, noisy, or expensive to get. I think the next big challenge isn't getting agents to solve problems. It's finding problems you can actually formalize as hill climbing, or building a cheap proxy that correlates with what you care about.

Having an opposing party critising an convincing argument really helps to liberate the mind. It’s the sudden realization that I am in a hole I’ve been digging unconsciously.

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Isaac early access is filling up. The top Founder Tier member wins an iPhone 17 Pro Max. Top 500 supporters get $10 each. Invite your friends to qualify; climb the leaderboard and get priority access when we launch 👀 isaac.finance/early-access

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