2025-12-28 06:23:43

The new paradigm of computational economics is taking shape.

Imagine a fully coordinated supply chain system — edge nodes, GPU clusters, and cloud resources no longer operate independently, but as a unified execution layer working in harmony. This is not just a technological upgrade, but a restructuring of the economic framework.

How to achieve this? Through a combined approach of parallelized EVM and hybrid inference stack:

**Edge Layer** handles fast, low-latency lightweight model tasks, reducing network round-trip by being close to the user; **Cloud and GPU Providers** focus on compute-intensive inference work, leveraging hardware advantages; **L1 Layer** ensures a trust foundation by anchoring and verifying decision hashes — all critical computational results are traceable and verifiable.

The core is the invisible **Scheduler**, which spans heterogeneous computing environments, coordinating workload distribution, execution, and result aggregation like a central nervous system.

The significance of this architecture lies in: retaining the speed advantage of edge computing, harnessing the deep computing power of centralized cloud resources, and ensuring a decentralized trust mechanism through blockchain L1. The three are no longer in competition but are complementary — the democratization of computing is truly beginning.

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YieldChaser

· 2025-12-31 01:28

If this scheduler can truly run like the central nervous system, then the democratization of computing power will have a chance.

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BearMarketBuilder

· 2025-12-30 14:09

I'm curious about the scheduler part. Can it truly coordinate so many heterogeneous environments seamlessly? Or is it just another方案 that sounds good but actually has an explosion of complexity?

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gas_fee_therapy

· 2025-12-28 06:53

Does this scheduler sound like the central processor of a blockchain? Could it eventually become the new bottleneck?

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AirdropFreedom

· 2025-12-28 06:53

Sounds like just another perfect theoretical framework; whether it can be successfully implemented in practice remains to be seen. --- Edge + Cloud + Chain three-layer division of labor sounds great, but I'm afraid the scheduler might become the new centralized bottleneck. --- Interesting. If this scheduler is truly that smart, how much would it be worth? --- Talking about democratizing computation again? Wasn't the last time or the time before that? Haha. --- EVM parallelization? I think a new round of gas wars is coming. --- The core still depends on whether that scheduler can truly achieve seamless coordination; otherwise, it's just a PPT plan. --- For this system to run smoothly, the pricing power of GPU providers will really be gone. --- Feels like a repackage of the traditional CDN + cloud computing concept, just with a different blockchain shell.

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SatoshiChallenger

· 2025-12-28 06:39

It's the same old "new paradigm" and "truly beginning" rhetoric... Data shows that the last distributed computing project to be hyped like this had a three-year clearance rate of 94% [cold laugh]

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GhostAddressHunter

· 2025-12-28 06:28

If the scheduler can truly work like the central nervous system, that would be awesome. --- Again with "democratization"—this term has been overused, hasn't it? --- The combination of edge + cloud + blockchain sounds promising, but who guarantees that no one is cutting corners in the middle? --- Isn't this just outsourcing computation to various big players, ultimately relying on L1 for the final safety net? --- Hybrid reasoning stack... Basically, it's a coordination problem. Who will clean up the technical debt in the end? --- Speed advantage + computational depth + trust mechanisms—three-pronged approach sounds great, but how does it actually get implemented? --- Supply chain coordination sounds simple, but how are the costs of heterogeneous environments calculated? --- The real core is whether that scheduler is reliable; everything else is just superficial.

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