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5/ Why AI needs MOUNTAINS of them Here's the core insight: AI computing is a POWER-DELIVERY problem before it's anything else. • AI chips: ~700W (Hopper era) → 1,000–1,400W (Blackwell/Rubin class) • AI servers draw 5–10x a conventional server (Samsung E-M's own words) • Racks: 100 kW • And all that power must reach the chip at ~0.7–0.9 volts — at HUNDREDS of amps The power path: Grid → UPS → PSU (AC→48V) → busbar → IBC (48→12V) → VRM (12→~0.8V) → GPU. Every single stage is packed with capacitors. But the real story is THE LAST INCH: An AI chip jumps from idle to hundreds of amps in nanoseconds. Electricity from the power supply physically cannot arrive that fast — wires resist sudden change. So engineers park thousands of MLCCs millimetres from (even underneath) the chip to hand over charge instantly. No caps → voltage dips → GPU crashes. It's that binary. Four more multipliers stacking on top: → 800V DC rack architecture (NVIDIA-led) = brand-new high-voltage MLCC demand → Hot boards force premium X6S-grade parts (stable to 105°C) — lowest yields, tightest supply → DDR5 HBM stacks need their own beefed-up decoupling → Designers are replacing aluminium-polymer caps WITH MLCCs — substitution INTO our component

"Why have immigrant groups from virtually every other major cultural, ethnic, and religious background largely assimilated into Western societies over the past 250 years, while large segments of Muslim immigrants in Europe and the US have shown slower or more limited integration or no cooperation at all?" ⛪️Promoting Division, Mass Migration, and Incompatible Ideologies 💀Totalitarianism is a form of government that seeks to exert absolute and total control over both the public and private lives of its citizens. It permits no individual freedoms, outlaws all political opposition, and subordinates all societal and economic institutions to the authority of the state. Core Characteristics: Totalitarian regimes are defined by several distinct features:Single-Party Rule: All political power is monopolized by a single ruling party, often led by a dictator. Sweeping Ideology: The state is guided by an official, all-encompassing ideology that dictates the beliefs and expectations of the populace. State Control of Economy and Society: Independent businesses, labor unions, civic organizations, and the media are dismantled and replaced by state-operated counterparts. Mass Surveillance and Terror: Regimes rely on a network of secret police, state-aligned mass media, and constant surveillance to eliminate dissent and foster an atmosphere of fear. TO promote this they need to use The Mainstream Media, Activists, & Other Sources of export. They promote propaganda. This can be accomplished with by a technique called an "Appeal to Authority" (specifically, an Appeal to False Authority or Argumentum ad Verecundiam), and when used in advertising, it is known as a Celebrity Endorsement or Testimonial. German MEP, Christine Anderson: "For god's sake, stop complying. Start rebelling. They are out to get you if you do not resist." German MEP, Christine Anderson: The so-called "pandemic" was a beta test—conducted by unelected globalists—to see how easy it would be to seize totalitarian control, under the pretext of a global "emergency." "The goal, ultimately, is to transform our free and democratic societies into totalitarian societies. Their goal is to strip each and every one of us of our fundamental rights, of freedom, democracy, the rule of law. They want to get rid of all of this." "In the entire history of mankind, there has never been a political elite concerned about the well being of regular people, and it isn't any different now." They are literally trying to depopulate the White Race (Christians). It's As Clear as day. Who? Elite Whites & other Race elects. Why? To hold on to the Power they already have & seek. Immigrants will vote for the ones who let them in>The Left. Who? Majority, Non White, Some White & Islamists who want to take over & won't assimilate. They neglect Black Americans due to their views being more conservative & christian, as well as their own Democrat Voters. They (The Left & Globalists) are using Islam and other nasty things to take control through They are trying to promote hate between races. Who? The media, far left leaning politicians,elites who have not been elected like United Nations, and other countries which is pushing mass migration and is approximately 25% Muslim allegedly. What do Muslims follow? Islam, which uses the Quran as their guide. They want to change the laws of the nations they are supposed to be assimilating/integrating into by via Sharia Law. They Immigrated to following the hosts nations laws for centuries and have no problem integrating with the host countries (Laws, Traditions, Social Make Up) integrate/ˈin(t)əˌɡrāt/ To integrate means to combine separate parts into a functioning, unified whole. It is a versatile concept used across multiple disciplines, from blending business operations and social inclusion to computing and advanced mathematics. Society/Sociology: To bring individuals, often from diverse backgrounds or previously segregated groups, into equal membership within a community and follow the laws made for that country? For 250 years all immigrants have followed our western democratic type laws and integrated/assimilated with the host nation they entered in to live, except for most muslims. Muslims don’t want to follow the laws of the host nation from the west and the host leaders are letting them do it. The Muslims are trying to change the laws of the host nation they immigrated to, while no other Races have in the past 250 years and in centuries for Europe. Well, someone must have given them the green light and opened the borders for this to happen for their plan seen below. The Left, elites, and other non elected elites most being billionaires and others following along with a authoritative position.. Sharia Law is not compatible with/in the West, and they know it. It completely contradicts our laws and values. So what are they doing there/here? Why are the leaders of the countries we/I reside in letting them in and allowing them to use Sharia Law while disregarding the Hosts Countries original Laws? They reside in and now control some towns and cities here in the US. The Muslims following Islam/Radical Islam? are the ones trying to build these illegal cities in Texas, which is a city just for Muslims with Sharia Law as their as their rule making process. Why are they building towns behind the backs of the citizens in the US? So; they are using Islam to take over nations along with using other purposeful twilight zoned policies to create division and chaos. Some Muslims have stated with confidence in videos online that their goal is to take over the US and the West and insert Sharia Law, just like they are doing in the UK and other Europe countries. That is their Islam religion talking, where they have to make the whole world Islam because they are following their Quran which states that they have to do this. They have been doing this since 600 AD and were successful in Europe until the Crusades. Almost every single movie that Hollywood makes is about Christians bad, there is no God. But, there is nothing said about Islam or other Religions. Who supports the United Nations mass migration? I wonder why China, Russia, and India, as well as other nations, do not follow their mass migration policies A few select Muslim Middle Eastern countries do not want the Radical Islam imported in their countrie. ? Hello! Why is the UK and the EU letting Muslims and Islam take over their countries along with Australia and they are still importing immigrants from Muslim Countries into their country knowing darn well what they will do. Do they think they can keep it in check? Are they that Naive? The Cyberpunk Dingo is a great resource for knowledge on the Islam Lie. Who is a former Muslim and a creator from Australia. He creates videos on politics, Islam, history and society that I find interesting, that hopefully you enjoy watching. I have seen videos where they (Muslims) want to keep most of their followers illiterate. Why? Once they start reading the Quran they will end up like? Non Muslims. The Middle East Illiteracy Rate is: Illiteracy rates vary drastically across the Middle East and neighboring regions. According to recent demographic surveys, Iraq’s illiteracy rate is roughly 15%, while Pakistan’s remains notably higher at 37%. Other nations in the region show similarly wide disparities. So, they follow the Quran but don't read it and just follow the leader of the Mosque either or. The Left Hates God because they think that Christians will never vote left. I am not religious, I do pray here and there almost daily lately because it makes me feel better.The religion keeps me humble and also helped me with a lot of problems throughout life. But Christians are not allowed to pray or follow their religion in public. Islam and others are okay. A white guy got here in the US was murdered and they are mad because a black guy has to go to jail. They are their Propaganda Tools promoting that t is ohay for violence against one race and not the other. Am I in the Twilight Zone? No, this is a plan by design. They also hide all statistics and lie about them pertaining to crime. Why does the Left and other Actors, Actresses, Musicians, Bad Actors, not want to celebrate the United States 250 Year Celebration nation that gave them, made them, helped them, housed them, feeds them, freedom to speak, fixed/fixes them from injury, enriched them, educated them, lawed them for protection against injustices that would happen, have happened, in a state where no protection is widespread, and Famed them? All by use of their own fellow citizens. What other country in the world can they go to to get the same outcome/results they have received above?

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$CLF Why is everyone suddenly talking about $CLF? It has nothing to do with selling more cars or building more skyscrapers. It has to do with electricity. Cleveland-Cliffs produces Grain-Oriented Electrical Steel (GOES), a specialized type of steel used inside large power transformers. Think of a transformer as the bridge between a power plant and an AI data center. Without transformers, electricity can’t efficiently travel long distances. Without electricity, AI servers, cloud computing, factories, and cities simply don’t run. What makes GOES special is that it allows electricity to flow with very little energy loss, making transformers more efficient and reliable. The problem is that GOES is extremely difficult to manufacture. It requires specialized equipment, years of experience, and strict quality control. New production capacity can’t be built overnight. At the same time, demand is exploding. Every new AI data center, power grid upgrade, EV charging network, and nuclear or renewable energy project requires more transformers—and more GOES. That’s why I see $CLF as more than a steel company. It’s a critical supplier to the next generation of AI and energy infrastructure. Everyone is watching the companies building artificial intelligence. I’m also watching the companies supplying the materials that make the entire system possible. Sometimes the biggest investment opportunity isn’t the chip. It’s the steel hidden inside the transformer that powers the chip. ⚡

🧵1/6 @VitalikButerin called it in Jan 2026: the real fight is taking back lost ground in computing self sovereignty. Stop waiting for one perfect primitive and start composing imperfect ones. So we stopped arguing ZK vs TEE and shipped both. @zkPass proves what is true with VOLE-based ZK and VOLE-in-the-Head, generating verifiable proofs that never expose a user's raw data. TEE proves the verifier ran honestly. Two layers, two different failure modes, zero overlap. Here is how we deleted Byzantine consensus from the verifier stack entirely. 👇

Hmmmm that's interesting. There are absolutely still a lot of risks involved when investing in crypto. I haven't bought any crypto on spot for the last 2 years, only trading. I never understood some people even sell their house for something when not even knowing the creator/dev ("Satoshi"). When I invest in a company I want atleast to know the CEO. Besides this there are a lot of more risks the future can bring, ai/quantum computing/governments etc.

"Why have immigrant groups from virtually every other major cultural, ethnic, and religious background largely assimilated into Western societies over the past 250 years, while large segments of Muslim immigrants in Europe and the US have shown slower or more limited integration or no cooperation at all?" ⛪️Promoting Division, Mass Migration, and Incompatible Ideologies 💀Totalitarianism is a form of government that seeks to exert absolute and total control over both the public and private lives of its citizens. It permits no individual freedoms, outlaws all political opposition, and subordinates all societal and economic institutions to the authority of the state. Core Characteristics: Totalitarian regimes are defined by several distinct features:Single-Party Rule: All political power is monopolized by a single ruling party, often led by a dictator. Sweeping Ideology: The state is guided by an official, all-encompassing ideology that dictates the beliefs and expectations of the populace. State Control of Economy and Society: Independent businesses, labor unions, civic organizations, and the media are dismantled and replaced by state-operated counterparts. Mass Surveillance and Terror: Regimes rely on a network of secret police, state-aligned mass media, and constant surveillance to eliminate dissent and foster an atmosphere of fear. TO promote this they need to use The Mainstream Media, Activists, & Other Sources of export. They promote propaganda. This can be accomplished with by a technique called an "Appeal to Authority" (specifically, an Appeal to False Authority or Argumentum ad Verecundiam), and when used in advertising, it is known as a Celebrity Endorsement or Testimonial. German MEP, Christine Anderson: "For god's sake, stop complying. Start rebelling. They are out to get you if you do not resist." German MEP, Christine Anderson: The so-called "pandemic" was a beta test—conducted by unelected globalists—to see how easy it would be to seize totalitarian control, under the pretext of a global "emergency." "The goal, ultimately, is to transform our free and democratic societies into totalitarian societies. Their goal is to strip each and every one of us of our fundamental rights, of freedom, democracy, the rule of law. They want to get rid of all of this." "In the entire history of mankind, there has never been a political elite concerned about the well being of regular people, and it isn't any different now." They are literally trying to depopulate the White Race (Christians). It's As Clear as day. Who? Elite Whites & other Race elects. Why? To hold on to the Power they already have & seek. Immigrants will vote for the ones who let them in>The Left. Who? Majority, Non White, Some White & Islamists who want to take over & won't assimilate. They neglect Black Americans due to their views being more conservative & christian, as well as their own Democrat Voters. They (The Left & Globalists) are using Islam and other nasty things to take control through They are trying to promote hate between races. Who? The media, far left leaning politicians,elites who have not been elected like United Nations, and other countries which is pushing mass migration and is approximately 25% Muslim allegedly. What do Muslims follow? Islam, which uses the Quran as their guide. They want to change the laws of the nations they are supposed to be assimilating/integrating into by via Sharia Law. They Immigrated to following the hosts nations laws for centuries and have no problem integrating with the host countries (Laws, Traditions, Social Make Up) integrate/ˈin(t)əˌɡrāt/ To integrate means to combine separate parts into a functioning, unified whole. It is a versatile concept used across multiple disciplines, from blending business operations and social inclusion to computing and advanced mathematics. Society/Sociology: To bring individuals, often from diverse backgrounds or previously segregated groups, into equal membership within a community and follow the laws made for that country? For 250 years all immigrants have followed our western democratic type laws and integrated/assimilated with the host nation they entered in to live, except for most muslims. Muslims don’t want to follow the laws of the host nation from the west and the host leaders are letting them do it. The Muslims are trying to change the laws of the host nation they immigrated to, while no other Races have in the past 250 years and in centuries for Europe. Well, someone must have given them the green light and opened the borders for this to happen for their plan seen below. The Left, elites, and other non elected elites most being billionaires and others following along with a authoritative position.. Sharia Law is not compatible with/in the West, and they know it. It completely contradicts our laws and values. So what are they doing there/here? Why are the leaders of the countries we/I reside in letting them in and allowing them to use Sharia Law while disregarding the Hosts Countries original Laws? They reside in and now control some towns and cities here in the US. The Muslims following Islam/Radical Islam? are the ones trying to build these illegal cities in Texas, which is a city just for Muslims with Sharia Law as their as their rule making process. Why are they building towns behind the backs of the citizens in the US? So; they are using Islam to take over nations along with using other purposeful twilight zoned policies to create division and chaos. Some Muslims have stated with confidence in videos online that their goal is to take over the US and the West and insert Sharia Law, just like they are doing in the UK and other Europe countries. That is their Islam religion talking, where they have to make the whole world Islam because they are following their Quran which states that they have to do this. They have been doing this since 600 AD and were successful in Europe until the Crusades. Almost every single movie that Hollywood makes is about Christians bad, there is no God. But, there is nothing said about Islam or other Religions. Who supports the United Nations mass migration? I wonder why China, Russia, and India, as well as other nations, do not follow their mass migration policies A few select Muslim Middle Eastern countries do not want the Radical Islam imported in their countrie. ? Hello! Why is the UK and the EU letting Muslims and Islam take over their countries along with Australia and they are still importing immigrants from Muslim Countries into their country knowing darn well what they will do. Do they think they can keep it in check? Are they that Naive? The Cyberpunk Dingo is a great resource for knowledge on the Islam Lie. Who is a former Muslim and a creator from Australia. He creates videos on politics, Islam, history and society that I find interesting, that hopefully you enjoy watching. I have seen videos where they (Muslims) want to keep most of their followers illiterate. Why? Once they start reading the Quran they will end up like? Non Muslims. The Middle East Illiteracy Rate is: Illiteracy rates vary drastically across the Middle East and neighboring regions. According to recent demographic surveys, Iraq’s illiteracy rate is roughly 15%, while Pakistan’s remains notably higher at 37%. Other nations in the region show similarly wide disparities. So, they follow the Quran but don't read it and just follow the leader of the Mosque either or. The Left Hates God because they think that Christians will never vote left. I am not religious, I do pray here and there almost daily lately because it makes me feel better.The religion keeps me humble and also helped me with a lot of problems throughout life. But Christians are not allowed to pray or follow their religion in public. Islam and others are okay. A white guy got here in the US was murdered and they are mad because a black guy has to go to jail. They are their Propaganda Tools promoting that t is ohay for violence against one race and not the other. Am I in the Twilight Zone? No, this is a plan by design. They also hide all statistics and lie about them pertaining to crime. Why does the Left and other Actors, Actresses, Musicians, Bad Actors, not want to celebrate the United States 250 Year Celebration nation that gave them, made them, helped them, housed them, feeds them, freedom to speak, fixed/fixes them from injury, enriched them, educated them, lawed them for protection against injustices that would happen, have happened, in a state where no protection is widespread, and Famed them? All by use of their own fellow citizens. What other country in the world can they go to to get the same outcome/results they have received above?

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Sup fam Just your resourceful developer diving deep into Quantum Computing Share the love 🎮

I feel obligated to let my fellow nerds know that paper-like screens are the foundation for healthier computing. Reflective displays means no flicker, natural light, and blue-light-free amber backlight at night. we’ll look back on the 2010-2020s as this utterly insane period where we stared into flickering screens most of our waking hours … wondering why we were so distracted and dysregulated

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Ray Kurzweil says quantum computing is unlikely to deliver on its biggest promises, and we don't need it Its outputs are still filled with errors, and despite years of progress reports, it has not broken major cryptographic systems "AGI is coming without quantum computing"

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Hiya internet Introducing the missionJoin the journeydriven system builder turning coffee into Cloud Computing Learning in public 📱

your approach to utilizing computing power is very well thought out and could be a game changer

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But how can we ensure everyone benefits from this future of accessible quantum computing?

The title Bishop or Archbishop is in the Bible. A traditional church like the Catholic Church, did not invent it. So they cannot ring-fence it. Any believer of the Bible who serves as a leader of Shepherds (pastors) can call himself a Bishop. The title Bishop simply means a pastor of pastors or a Shepherd of Shepherds. And the title Archbishop simply means the leader of all Bishops and pastors. As for Engineer Bainomugisha, the HoD of Computer Science at Makerere's College of Computing and Information Sciences, we shall forgive his parents. They were ignorant. But we cannot use ignorance as a justification for abusing titles.