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The Great Centralization Trap: Why Kimi K3 on the National Supercomputing Internet Is a Step Back for Web3

PompFox Learn
We are told that the future of AI is decentralized, open, and permissionless. The narrative says that compute will become a public utility, accessible to anyone without gatekeepers. But last week, Moonshot AI parked its shiny new Kimi K3 model on the National Supercomputing Internet — a state-owned, permissioned, centralized infrastructure. And the industry cheered. I couldn’t sleep. Not because the model isn't impressive — it likely is, with its 200‑million‑token context window and drop‑in API compatibility. But because the crypto community, which claims to champion trust‑minimization, just applauded a giant leap toward the opposite. We are witnessing the birth of a new walled garden, built with taxpayer money and marketed with Web3 buzzwords. And nobody is asking the hard question: What happens when the compute you depend on is governed by a single entity? Decentralization is a verb, not a noun. And we just sat still. Let me spell out what happened. Moonshot AI, the team behind the Kimi series, announced that their latest model — Kimi K3 — would be available as an API via the National Supercomputing Internet. The offering is a classic MaaS (Model as a Service) play. The API is designed to be a drop‑in replacement for OpenAI and Anthropic interfaces. You plug it in, your existing code works, and you don’t have to worry about infrastructure. On top of that, they launched a “Ten Thousand Blocks” co‑creation plan — a promotional program that gives developers subsidized compute credits to test and build on the platform. Sounds great, right? Familiar, frictionless, government‑backed. For a developer in China, this is a dream: low latency, cheap compute, no need to wrestle with GPU drivers. But from a Web3 perspective, this is a trap dressed in convenience. The National Supercomputing Internet is not a decentralized network. It is a centrally managed pool of high‑performance computing resources — mostly domestic chips like Ascend or Cambricon — operated by the state. It was originally built for scientific simulations and weather forecasting. Now it’s pivoting to AI inference. That pivot is a signal: governments see AI compute as strategic infrastructure, just like energy grids. And like energy grids, they will control access, pricing, and terms of service. Here is the core of my argument: The API compatibility illusion is the most dangerous part of this deal. “Drop‑in replacement” sounds like freedom. In reality, it is a one‑way door. Once you build your product on top of an API, you are locked into that platform’s governance. You can’t fork the API. You can’t run it on your own node. You can’t verify its outputs on‑chain. The only thing you can do is pay the bill and hope the service stays up. That is the antithesis of the composability and sovereignty that blockchains promise. During DeFi Summer, I learned this lesson the hard way. I chased yield on a protocol that promised a seamless migration path from Uniswap. When the admin key got compromised, the “compatible” interface became worthless. The same principle applies here: compatibility without exit guarantees is a honeypot. The “Ten Thousand Blocks” plan is the sugary lure. It is a classic subsidy play — give away free compute to build a user base, then raise prices once the switching costs are high. We saw this with cloud providers, with centralized exchanges, with every Web2 platform that later extracted rent. The crypto community is supposed to be allergic to this model, yet here we are, celebrating a government‑subsidized hook. Let’s compare this to what decentralized compute networks offer. Projects like Akash, Render, and Golem allow anyone to contribute compute resources and earn tokens. They are open, permissionless, and their incentives are enforced by smart contracts, not by a government agency. Yes, they are slower and more expensive for real‑time inference today. The latency of a distributed network cannot compete with a purpose‑built supercomputing cluster. But the trade‑off is trustlessness. You don’t need to ask for permission. You don’t need to worry about API rate limits imposed by policy. You own your compute destiny. Bear markets are for building the infrastructure we need, not for polishing the centralized alternatives. I spent the last bear market obsessing over zero‑knowledge proofs and privacy. I wrote a manifesto about decentralized identity. But I see now that we neglected the compute layer. We assumed that AI would run on GPUs anyone could buy. But with export controls and national AI strategies, compute is becoming a geopolitical weapon. The National Supercomputing Internet is a clear example of this trend. So here is my contrarian take: The Kimi K3 announcement is actually good news for Web3 — because it exposes the urgency of building truly decentralized compute. Right now, the only way to get low‑latency, high‑throughput inference at scale is through centralized platforms. That’s a fact. But pretending that this is acceptable for the long term is a mistake. We need to design protocols that can aggregate spare compute from thousands of nodes, optimize for cost and latency using token incentives, and provide verifiable execution via ZK or TEEs. It’s not easy, but it’s necessary. The blockchain community should not treat this announcement as a win for accessibility. It is a wake‑up call. If we don’t build the decentralized compute layer now, our entire stack — from identity to finance to governance — will end up riding on centralized rails. The EVM is powerful, but it cannot compute AI models on‑chain. We need a Layer 1 that is not just for accounting but for computation. I’ve been auditing smart contracts for years, and I’ve seen how teams cut corners by relying on a centralized oracle or a single sequencer. Every time, it leads to a vulnerability. The same is true for AI inference. If your dApp depends on a single API endpoint, you are not decentralized. You are just a frontend for a government server. To the builders reading this: do not fall for the convenience trap. Use the Kimi K3 API for prototyping if you must, but design your architecture so that you can switch to a decentralized inference provider as soon as one is competitive. Build with smart contract‑based compute markets. Embed requirements for verifiable randomness and zk‑proofs of computation. Make decentralization a verb by requiring it in your protocol’s code, not just in your roadmap. The National Supercomputing Internet is a marvel of engineering. It can process millions of tokens per second. It can handle 200k context windows with ease. But it is not the future of Web3. The future is a permissionless compute commons where anyone can contribute and anyone can verify. We are not there yet, but we can get there if we stop celebrating the centralization that is sold as progress. Decentralization is a verb, not a noun. Conjugate it. Right now.

The Great Centralization Trap: Why Kimi K3 on the National Supercomputing Internet Is a Step Back for Web3

The Great Centralization Trap: Why Kimi K3 on the National Supercomputing Internet Is a Step Back for Web3

The Great Centralization Trap: Why Kimi K3 on the National Supercomputing Internet Is a Step Back for Web3

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