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The network is no longer theoretical. Performance is proven. Governance is active. The builder experience is coherent. What follows is a shift from capability to creativity, and from architecture to applications. This shift was articulated by Gavin Wood at @sub0.

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Polkadot

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19,916 görüntüleme • 9 ay önce •via X (Twitter)

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Scaling performance is only part of the equation. The other half is cost. And what we are seeing right now is an unprecedented collapse in cost at industrial scale. Three years ago, running a million-token output with AI cost about sixty dollars. Today, it costs less than a cent. That is a 99.9 percent drop. In any other sector, that would be called a revolution. When something this powerful becomes that cheap, it is no longer a specialist tool. It becomes a foundational utility. This is the shift from niche capability to industrial infrastructure.
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Right from the opening faceoff — where he ends up as the high man for some reason — through to the Penguins goal, this is a chaotic and baffling shift from Levshunov. (Reminder one shift is just one shift because I’m sure there will be some hot takes in the replies)
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In this week's video, the focus is on the shift from LLMs to VLAs and what stocks and sectors will benefit and suffer from the next stage of AI.
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In this week's video, the focus is on the shift from LLMs to VLAs and what stocks and sectors will benefit and suffer from the next stage of AI.

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375ai moves AI from the cloud to devices at the edge, closer to were data is generated. Why shift computing and inference to the edge and what uses cases does this unlock? 1/
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375ai moves AI from the cloud to devices at the edge, closer to were data is generated. Why shift computing and inference to the edge and what uses cases does this unlock? 1/

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The only explanation that I could think of was: memory is expensive. It takes energy. Once food is found and consumed, memory must be prioritized over active exploration. You don’t currently need to experience new things. And so you shift energy away from motion to memory. /4
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The only explanation that I could think of was: memory is expensive. It takes energy. Once food is found and consumed, memory must be prioritized over active exploration. You don’t currently need to experience new things. And so you shift energy away from motion to memory. /4

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🔦 ✨ Spotlight on: JAM Day at Sub0 Reset Polkadot co-founder, educator and DJ, Gavin Wood closed out Sub0 Reset with JAM Day: A deep dive into the latest project that plans to transform Web3 and Polkadot. Missed the talk? Here are some key highlights 👇 🍓 First, what is JAM? JAM (Join-Accumulate Machine) is the next-generation, trustless, multicore supercomputer. More specifically: • JAM forms the basis of a “Web3 Cloud” to run services without servers • Combines data hosting and compute functionality • Set to transform Polkadot and permanently change the architecture of Web3. 🏛️ The Web3 Maxims Innovation sometimes requires going back to the roots... → Resilience: Decentralized networks mitigate risks associated with single points of failure. → Generality: Supports diverse dApp needs, such as Governance, Finance, etc. → Performance & Coherency: JAM boosts performance and coherence with advanced synchronization across multiple platforms. → Accessibility: Designed for different user bases, e.g. developers, creators, non-crypto natives, etc. 💬 How does JAM fit into Web3 Barriers still exist for widespread Web3 adoption: • High txn fees • Slow interoperability • High incoherence • Escalating costs Polkadot's Agile Coretime, solves this by ⤵️ 🔸 Lowering barriers to entry 🔸 Optimizing resource allocation and cost savings 🔸 Efficiently allocating blockspace where needed How does JAM stand out? 🔹 Multi-core with mostly coherent shared RAM for smoother functionality 🔹 Strong decentralization with a high degree of resilience 🔹 Better performance optimization 🛠️ Overview of JAM Services Designed as a persistent, workload system on the JAM computer, JAM features a multi-core execution model that is asynchronous, co-schedulable, and orderable ✅ Think of it like a busy coffee shop, and each waiter (a core in JAM) handles multiple orders independently, either in sequence or simultaneously. Payment (bundled gas), is settled upfront, covering every stage of the process from start to finish, ensuring each order is completed efficiently. The JAM Services Pipeline is divided up into 4️⃣ crucial stages: → Authorize: Checks workload is paid for in-core → Refine: Where all work and computation is done → Accumulate: The database → Transfers: Acts as a handler script that coordinates any cross-service signaling or balance transfers 🥾 JAM Roadmap & What to Expect From the initial draft, JAM has seen immense development and continues to optimize — expect to see ⤵️ Soon: Rust JAMSDK for Services & Authorizers 🔥 Q4-2024: Coreboot Q1-2025: CoreVM Q2+Q3-2025: CoreChains Q4-2025: CorePlay Hear it all straight from Gav 👇

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🚨 NOW: President Trump is receiving HUGE praise from the American people for considering deploy ICE agents to AIRPORTS And now Schumer is SCRAMBLING on the Senate floor, attempting to shift blame away from himself. What a power move by 47 🤣🔥

Nick Sortor

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She is smoking trump. He’ll hear it and not be able to sleep at night. This is the last stage of the fight, y’all. An intentional vibe shift from joyful to warrior. No games. All focus. She’s gonna win it.
0:55

She is smoking trump. He’ll hear it and not be able to sleep at night. This is the last stage of the fight, y’all. An intentional vibe shift from joyful to warrior. No games. All focus. She’s gonna win it.

Renee

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It’s happening “What we’re seeing is no longer Republican Democrat… what we’re seeing is Americans and the Left.” “You’ve pushed people like myself that are independent.. so far away that we’re never gonna look to the Left again.” Watch all of this!! A shift is happening 🔥👇🏼
1:56

It’s happening “What we’re seeing is no longer Republican Democrat… what we’re seeing is Americans and the Left.” “You’ve pushed people like myself that are independent.. so far away that we’re never gonna look to the Left again.” Watch all of this!! A shift is happening 🔥👇🏼

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