与「MUST_LP」相关的搜索结果

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Jensen Huang just revealed the mathematics of manufacturing a mind. We are no longer writing software. We are pouring concrete. The world is racing to construct AI factories. Not data centers. Planetary-scale nervous systems. The largest infrastructure buildout in human history. Huang: “Each one of these, at 1 gigawatt level, started at 30, 20, 30 billion dollars. It is at 50, 60 billion dollars, and soon it will be 80, 100 billion dollars per gigawatt.” One hundred billion dollars. That is not a corporate budget. That is the GDP of a sovereign nation. Poured into a single physical structure designed to convert raw electricity into cognition. Biology had millions of years to iterate. To mutate. To fail and adapt. These factories get one attempt. Huang: “100 billion dollars into an AI factory. It must work the first time and it must work right away.” Evolution had the luxury of time. A hundred billion dollars does not. So Nvidia built a digital universe to stress-test the physical one. Using the DSX Sim Omniverse blueprint, partners design and validate an entire Vera Rubin AI factory inside a digital twin before a single rack ships. Every layer. Chips. Network. Cooling. Power grid. Designed end to end. We are simulating reality inside a machine to ensure we can build the machine in reality. Because compute is revenue. And the bottleneck was never silicon. It is thermodynamics. Current AI factories overprovision power by up to 40%. DSX Max LPS eliminates that. More GPUs inside the same power envelope. Billions in recaptured annual revenue. And Nvidia is deploying AI agents inside the factory itself. Balancing cooling and power in real time. Steering stranded watts rack to rack. Routing energy wherever compute demand lives. The intelligence is regulating its own physiology. Hunting for stranded energy. Balancing its own thermals. The machine is learning to keep itself alive. Huang: “Because Nvidia ultimately is not just building a GPU, not just building a system, we’re helping customers build these AI factories, these AI infrastructure that is so immensely complex.” Nvidia’s moat is not silicon. It is that no other entity on Earth has built the complete architecture for constructing and operating intelligence at industrial scale. TSMC fabricates the chips. Nvidia fabricates the factory that turns those chips into cognition. For ten thousand years humanity built monuments to outlast our bodies. Pyramids. Cathedrals. Skyscrapers. We are now pouring hundreds of billions into structures designed to outthink our minds. They must work the first time. Because there is no second draft when the thing you are building might one day write its own.

开发系统最极致高效的Agents.md，没有之一： # AGENTS.md ## Core Principles - Choose the simplest implementation that fully satisfies the current requirements. Avoid unnecessary abstraction, configuration, indirection, or speculative extensibility. - Make the smallest necessary change that fixes the root cause. Do not refactor unrelated modules or change strategy semantics unless explicitly requested. - Grow the system in layers. Start from the smallest working end-to-end version and add new capabilities incrementally. Never replace a working system with unfinished complexity. - Reuse existing project components before creating new ones. Prefer extending proven modules over introducing parallel implementations. - Prefer well-maintained libraries when they reduce overall complexity or improve reliability. Do not reimplement common functionality without a clear benefit. - Keep components modular with clearly defined responsibilities. Avoid unnecessary coupling between strategy logic, execution, accounting, replay, and infrastructure. - Design for long-term maintainability once a feature or strategy has been validated. Do not over-engineer speculative ideas before evidence exists. --- ## Strategy Development - Validate hypotheses with historical replay before introducing forward-only logic whenever historical validation is possible. - Every trading strategy must progress through Replay → Shadow → Canary → Live. Do not skip validation stages. - Base design decisions on measurable evidence rather than intuition. Optimize only after demonstrating that an edge exists. - Treat every strategy as an independent contract. Do not silently alter frozen behavior without explicit authorization. --- ## Existing Systems - Do not break running Shadow or Live systems for unrelated work. - Preserve compatibility only when required by active production or validation workflows. Otherwise, remove obsolete code instead of accumulating compatibility layers. - Reuse existing infrastructure whenever possible, including replay engines, accounting, execution, wallet management, order book handling, logging, monitoring, and daemon frameworks. --- ## Engineering Standards - Prefer deterministic behavior over hidden automation. - Fail loudly when assumptions are violated. Do not silently ignore errors or fall back to unexpected behavior. - Keep configuration minimal. Introduce new configuration only when behavior genuinely needs to vary. - Remove dead code instead of leaving unused paths behind. - Write code that is easy to inspect, replay, test, and reason about. - Keep implementation consistent with existing project architecture unless an architectural change is explicitly requested. --- ## Scope Discipline - Implement only the requested scope. - Do not introduce unrelated optimizations, redesigns, migrations, or feature expansions. - Non-blocking findings outside the requested scope may be noted separately but must not be merged into the current task. - Consider a task complete once its agreed acceptance criteria are satisfied. Treat subsequent improvements as separate work items.

$RTX is more than a ticker. It’s a vision. It’s a world waiting to be built. It’s a brand waiting to be recognized. Today, $RTX officially launches the RTX Creative Mission, inviting creators around the world to shape the future of the RTX universe. Whether it’s memes, artwork, videos, animations, or storytelling—your creativity could become part of the $RTX identity. 🏆 US$10,000 worth of NVDAB rewards Create. Inspire. Define $RTX. 📖 Rules + Entry ↓ ⸻ 🧵 Thread 1 What should the future of $RTX look like? That’s for the community to decide. Create anything inspired by $RTX, including: • Memes • Posters & Visual Design • GIFs & Animation • Videos • Stories & World-building • 3D Art • Multilingual Content • Any original creative format Let’s build an identity that people recognize instantly. ⸻ 🧵 Thread 2 Your creation could become part of the $RTX brand. To enter, include: ✅ $RTX ✅ @fourdotmemezh ✅ @rtxonbnbchain ✅ #DefineThebSTOCKEra# AI-assisted work is welcome, but every submission must reflect meaningful human creativity and originality. Don’t just hold $RTX. Build $RTX. 🚀

Last night Apple briefly removed Telegram from the AppStore because a user had planted illegal porn in a public chat. Telegram was restored within hours. But I want to explain what happened — to warn other app developers and help protect online communities from similar attacks. Because Telegram quickly removes illegal content from public groups using all kinds of moderation tools, the attacker had to resort to a technical trick. He inserted AI-modified illegal content by editing an old message in an active group chat. As a result the content was effectively hidden from the group’s members, preventing them from seeing/reporting it. The attacker was a takedown extortionist: someone who demands ransom from group owners in exchange for not targeting their communities. These extortionists use automated accounts to plant illegal content in public groups and then report it directly to Apple, attempting to trigger the removal of legitimate communities whose owners refused to pay them. From a practical standpoint, illegal pornographic content in Telegram’s public groups is not a systemic problem. Our moderation is effective. The fact that attackers must resort to backdated, effectively invisible content and other technical tricks proves this. ⚠️ However, there are two important lessons here for app developers and online communities: — Extortionists have found a way to manipulate Apple into overreacting. Apple removed Telegram from the App Store before contacting us. This creates a potential systemic risk for every mobile app that hosts user-generated content. If an app used by more than a billion people can be removed from the App Store without prior warning, any app can be. — The tactics used by takedown extortionists are evolving, putting communities across social platforms at risk. Telegram has extensive experience identifying the tricks used by coordinated reporting gangs and protecting legitimate communities (even when doing so risks our own app being temporarily removed from the App Store). Other platforms may not be equally prepared. Stay vigilant! ☝️