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Confirmed: Fine-tuning AI on quantum processors is “much more energetically favorable.” That’s the conclusion drawn by Oliver Knitter and team, who did their research on an IonQ Forte quantum computer, not in a simulation environment. Oliver and team have laid down foundational knowledge in the field with these results....

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IonQ

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28,627 просмотров • 2 месяцев назад •via X (Twitter)

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Комментарии: 6

Фото профиля Alex Zverianskii
Alex Zverianskii2 месяцев назад

Energy claims for quantum fine-tuning need the same production-scale validation as any other hardware pitch.

Фото профиля ᴶᴺQ
ᴶᴺQ2 месяцев назад

👍

Фото профиля My Info
My Info2 месяцев назад

@grok using independent sources and not quantum computing companies explain what qc is making faster, cheaper, or more accurate than transistor based computers in fine tuning AI. Provide real verified evidence and data related to what qc does better

Фото профиля Alex
Alex2 месяцев назад

A bit of a misleading tweet lol

Фото профиля prompt mind
prompt mind2 месяцев назад

AI generated images and no proper info data. AHAHAH

Фото профиля SoerenLaue
SoerenLaue2 месяцев назад

This is misleading. The paper compares QPU vs classical simulation of the quantum circuit, not QPU vs a classical ML method on the same task. We ran that comparison. The classical solution uses roughly 10^8× less energy. That is the relevant comparison for AI energy claims.

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Over the past year, we have helped pioneer an enterprise-focused benchmarking framework to evaluate how the full quantum computing stack performs on real-world applications and workloads. This new analysis from Kearney highlights the growing importance of metrics that connect quantum computing advances to enterprise value. On an application by application basis, from optimization to AI, we believe the quantum conversation is shifting to: 🔸 Solution Quality: The quality of results achieved 🔸 Time-to-Solution: The time required to achieve results 🔸 Energy-to-Solution: The energy-efficiency of the computation Read the full #Kearney report → #IonQ #QuantumIsNow #QuantumComputing
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With IonQ Superion 256, we have solved the hardest problems and are launching into a final sprint to scale. IonQ Superion is a highly manufacturable platform that enables us to build more systems faster with higher quality than ever before. This is the final stretch toward fault-tolerant quantum computers and the full realization of Shor’s algorithm. The generations after IonQ Superion 256 will be IonQ Superion 10K, 100K…and beyond. Read the full announcement → #IonQ #QuantumIsNow #QuantumComputing #QuantumErrorCorrection #QEC #ECDLP #QDay
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Masako Yamada, our Senior Director, Quantum Applications, presents on the quantum edge in enterprise AI: how to unlock real-world outcomes with hybrid QML fine-tuning and beyond.
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$IonQ Quantum computing is officially out of the lab and driving real enterprise results! IonQ CEO Niccolo de Masi dropped massive updates on "Squawk on the Street" regarding recent acquisitions and new contracts. It’s clear: IonQ is at a "strategic and financial inflection point." Here are the key takeaways: 1/ Massive Financial Scaling IonQ is the first public quantum company to hit 9-figure revenue (tripling last year!), guiding toward a quarter-billion dollars this year " It's not a science experiment when we have... nine figures of revenue flowing in," says de Masi. The ultimate proof? 60% of their revenue is now commercial. 2/ Four Major 'World Quantum Day' Announcements IonQ just released industry-leading benchmarks focusing on the "cost to solution and time to solution". They also secured 3 massive contract wins: ✅ AFRL (Air Force Research Lab) IonQ constructs first networked quantum systems among remote quantum processing units. ✅ University of Maryland (UMD). ✅ DARPA for advanced quantum memory. 3/ Building the Future "Quantum Data Center " IonQ's tech stack goes far beyond base computing to include networking, security, and sensing. De Masi notes their tech is in all warfighting domains, "from submarines to up in the heavens in space". Why the heavy DARPA & AFRL investments? Because "they see the future for quantum data centers". The Bottom Line: Both government and commercial clients are realizing that working with the quantum ecosystem early gives them a massive competitive advantage. Full scoop 👇📹 #IonQ #QuantumComputing #DeepTech #DARPA #TechNews
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$IonQ Quantum computing is officially out of the lab and driving real enterprise results! IonQ CEO Niccolo de Masi dropped massive updates on "Squawk on the Street" regarding recent acquisitions and new contracts. It’s clear: IonQ is at a "strategic and financial inflection point." Here are the key takeaways: 1/ Massive Financial Scaling IonQ is the first public quantum company to hit 9-figure revenue (tripling last year!), guiding toward a quarter-billion dollars this year " It's not a science experiment when we have... nine figures of revenue flowing in," says de Masi. The ultimate proof? 60% of their revenue is now commercial. 2/ Four Major 'World Quantum Day' Announcements IonQ just released industry-leading benchmarks focusing on the "cost to solution and time to solution". They also secured 3 massive contract wins: ✅ AFRL (Air Force Research Lab) IonQ constructs first networked quantum systems among remote quantum processing units. ✅ University of Maryland (UMD). ✅ DARPA for advanced quantum memory. 3/ Building the Future "Quantum Data Center " IonQ's tech stack goes far beyond base computing to include networking, security, and sensing. De Masi notes their tech is in all warfighting domains, "from submarines to up in the heavens in space". Why the heavy DARPA & AFRL investments? Because "they see the future for quantum data centers". The Bottom Line: Both government and commercial clients are realizing that working with the quantum ecosystem early gives them a massive competitive advantage. Full scoop 👇📹 #IonQ #QuantumComputing #DeepTech #DARPA #TechNews

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24,456 просмотров • 22 дней назад

$IONQ Intel's CEO says quantum can be 10 times bigger than AI. Lip-Bu Tan calls it a national-security race for the lead. Full interview on QuantumJane: #IonQ #Quantum #Intel
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$IONQ Intel's CEO says quantum can be 10 times bigger than AI. Lip-Bu Tan calls it a national-security race for the lead. Full interview on QuantumJane: #IonQ #Quantum #Intel

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21,881 просмотров • 1 месяц назад

You can't even make it up. Shaun Maguire Shaun Maguire, who led the Series A in "quantum-computing" company IonQ $IONQ, more or less admits he agrees entirely with Martin Shkreli Martin Shkreli on quantum. Shkreli, of course, is a massive quantum bear, calling $IONQ "one of the best shorts he's seen" in his career.
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14,281 просмотров • 1 месяц назад

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65,128 просмотров • 1 год назад

$IONQ CEO: “Two year leads are very consequential in technology.” He says $IONQ is ahead of competitors. Credit where credit is due: $IONQ out-invests every other quantum company in R&D in absolute figures ($125,7 million in Q1 2026) and in growth rate (up 215% YoY). But it’s also made several strategic acquisitions for electronic qubit control (Oxford Ionics) and photonic interconnects (Lightsynq). Both are crucial for scaling logical qubits in quantum chips. In addition, $IONQ also has a cost advantage as it’s expected to build useful quantum computers for less than $30 million. The estimate came from the consulting firm Kearney, not from $IONQ. Superconducting architecture requires 30-50x more to build a quantum computer. Why would it not work out for $IONQ from here?
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$IONQ CEO: “Two year leads are very consequential in technology.” He says $IONQ is ahead of competitors. Credit where credit is due: $IONQ out-invests every other quantum company in R&D in absolute figures ($125,7 million in Q1 2026) and in growth rate (up 215% YoY). But it’s also made several strategic acquisitions for electronic qubit control (Oxford Ionics) and photonic interconnects (Lightsynq). Both are crucial for scaling logical qubits in quantum chips. In addition, $IONQ also has a cost advantage as it’s expected to build useful quantum computers for less than $30 million. The estimate came from the consulting firm Kearney, not from $IONQ. Superconducting architecture requires 30-50x more to build a quantum computer. Why would it not work out for $IONQ from here?

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11,588 просмотров • 3 месяцев назад

$IONQ The U.S. National Science Foundation just launched Project Triad: "the first-ever system where quantum sensing, networking and computing work together in concert," built to turn quantum into real-world applications across safety, healthcare, energy and defense. Now look at the elements. Sensing, computing, networking, the exact three domains NSF wants to unite. IonQ Federal's Rick Muller laid out all three at World Quantum Day, months earlier: Sensing: PNT clocks roughly 1000× more accurate than GPS (Vector Atomic), plus space (Capella) and optical comms (Skyloom). Networking: a contract in DARPA's Heterogeneous Architectures for Quantum (HARQ) program, plus QKD and entanglement distribution. Computing: nearing fault-tolerant operation in DARPA's Quantum Benchmarking Initiative (QBI), verified by DARPA. So it's not one program. IonQ is stacking two DARPA programs (HARQ and QBI) on top of the Vector Atomic, Capella and Skyloom acquisitions. His words: "IonQ can provide an engine to drive federal quantum integration that no other companies can." Now put the two diagrams side by side. NSF's illustration of an "integrated quantum system" and IonQ's timing architecture are the same picture: networked satellites, ground stations, sensors and a quantum computer, tied together by quantum links. NSF hasn't named a company. But it's building a national program around the architecture IonQ already has, down to the diagram. Sound familiar? 🔗 #IonQ #Quantum #ProjectTriad
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$IONQ The U.S. National Science Foundation just launched Project Triad: "the first-ever system where quantum sensing, networking and computing work together in concert," built to turn quantum into real-world applications across safety, healthcare, energy and defense. Now look at the elements. Sensing, computing, networking, the exact three domains NSF wants to unite. IonQ Federal's Rick Muller laid out all three at World Quantum Day, months earlier: Sensing: PNT clocks roughly 1000× more accurate than GPS (Vector Atomic), plus space (Capella) and optical comms (Skyloom). Networking: a contract in DARPA's Heterogeneous Architectures for Quantum (HARQ) program, plus QKD and entanglement distribution. Computing: nearing fault-tolerant operation in DARPA's Quantum Benchmarking Initiative (QBI), verified by DARPA. So it's not one program. IonQ is stacking two DARPA programs (HARQ and QBI) on top of the Vector Atomic, Capella and Skyloom acquisitions. His words: "IonQ can provide an engine to drive federal quantum integration that no other companies can." Now put the two diagrams side by side. NSF's illustration of an "integrated quantum system" and IonQ's timing architecture are the same picture: networked satellites, ground stations, sensors and a quantum computer, tied together by quantum links. NSF hasn't named a company. But it's building a national program around the architecture IonQ already has, down to the diagram. Sound familiar? 🔗 #IonQ #Quantum #ProjectTriad

TechInnovation

17,144 просмотров • 3 месяцев назад

BREAKING: THE MOST IMPORTANT VIDEO TO WATCH IF YOU ARE INVESTED IN QUANTUM COMPUTING COMPANIES. $IONQ $RGTI $QBTS $QUBT The world's leading quantum computing researcher Scott Aaronson calls out the scams and snakeoilmen in the public quantum computing stock market. $IONQ $RGTI $QBTS $QUBT - "The most important thing that I can say in this whole interview, if I am taking to Retail investors is that unfortunately there are companies that I see that are really trying to solve the hardware problems, they might succeed, they might fail but they are really focused on solving the real problems and talking about it more or less honestly" - "and then there are companies that have focused on like marketing themselves to Retail investors and doing IPO's" i.e. the 4 public quantum computing companies IONQ, Rigetti, D-Wave and QUBT. - "and I see these 2 sets of companies being mostly disjoint from each other" - "So the companies that have focused on doing IPO's are actually not the ones that are in the lead on in the hardware, what they are in the lead on is selling a narrative to people...... - "convincing people this is already useful for solving problems in optimization and machine learning and finance, which sounds great to people, but all depends on you agreeing to not ask the question Q. well could a classical computer have done that just as well, could a classical computer actually have done that much faster and easier " "When people are talking about that the big use of a quantum computer is to solve optimization or machine learning problems or to turbo charge AI, or it can already do this, it's already delivering value to customers...." "these are the tells you are dealing with a SNAKEOIL SALESMAN" He calls out the "scammy" companies in this space! Remember the only 4 quantum pure play companies that have IPO'd are $IONQ $RGTI $QUBT $QBTS He also says earlier in the interview “I would say $IONQ has not demonstrated anything in trapped ion hardware close to what Quantinuum has demonstrated in the last year” YOU ARE BEING LIED TO! Full video in comments from the The Quantum Bull
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BREAKING: THE MOST IMPORTANT VIDEO TO WATCH IF YOU ARE INVESTED IN QUANTUM COMPUTING COMPANIES. $IONQ $RGTI $QBTS $QUBT The world's leading quantum computing researcher Scott Aaronson calls out the scams and snakeoilmen in the public quantum computing stock market. $IONQ $RGTI $QBTS $QUBT - "The most important thing that I can say in this whole interview, if I am taking to Retail investors is that unfortunately there are companies that I see that are really trying to solve the hardware problems, they might succeed, they might fail but they are really focused on solving the real problems and talking about it more or less honestly" - "and then there are companies that have focused on like marketing themselves to Retail investors and doing IPO's" i.e. the 4 public quantum computing companies IONQ, Rigetti, D-Wave and QUBT. - "and I see these 2 sets of companies being mostly disjoint from each other" - "So the companies that have focused on doing IPO's are actually not the ones that are in the lead on in the hardware, what they are in the lead on is selling a narrative to people...... - "convincing people this is already useful for solving problems in optimization and machine learning and finance, which sounds great to people, but all depends on you agreeing to not ask the question Q. well could a classical computer have done that just as well, could a classical computer actually have done that much faster and easier " "When people are talking about that the big use of a quantum computer is to solve optimization or machine learning problems or to turbo charge AI, or it can already do this, it's already delivering value to customers...." "these are the tells you are dealing with a SNAKEOIL SALESMAN" He calls out the "scammy" companies in this space! Remember the only 4 quantum pure play companies that have IPO'd are $IONQ $RGTI $QUBT $QBTS He also says earlier in the interview “I would say $IONQ has not demonstrated anything in trapped ion hardware close to what Quantinuum has demonstrated in the last year” YOU ARE BEING LIED TO! Full video in comments from the The Quantum Bull

Common Sense Investor (CSI)

140,077 просмотров • 10 месяцев назад

“We're focused on driving the broadest mass market quantum ecosystem that we can. We want to see people starting companies using our computers, building software and applications….Quantum is going to slipstream in [with the GPU-AI space] and give people superpowers. That's why we're calling this the Superion range.” Watch our CEO Niccolo de Masi on Morning Call with Morgan Brennan as part of our Investor Day lineup. See our Investor Day replay with CFO Inder Singh → #IonQ #IonQSuperion #QuantumIsNow #FutureOfQuantum
5:26

“We're focused on driving the broadest mass market quantum ecosystem that we can. We want to see people starting companies using our computers, building software and applications….Quantum is going to slipstream in [with the GPU-AI space] and give people superpowers. That's why we're calling this the Superion range.” Watch our CEO Niccolo de Masi on Morning Call with Morgan Brennan as part of our Investor Day lineup. See our Investor Day replay with CFO Inder Singh → #IonQ #IonQSuperion #QuantumIsNow #FutureOfQuantum

IonQ

38,147 просмотров • 1 месяц назад

$IonQ Following up on my recent post, why exactly did IonQ buy Lightsynq? The future of quantum computing isn't about building one massive, complex machine. It's about linking smaller, reliable machines together. Here is a short, simple video explaining how Lightsynq uses advanced fiber optics to connect these computers and build the quantum "data centers" of tomorrow. Watch it here 👇📹 $IonQ #QuantumComputing #TechInnovation
5:10

$IonQ Following up on my recent post, why exactly did IonQ buy Lightsynq? The future of quantum computing isn't about building one massive, complex machine. It's about linking smaller, reliable machines together. Here is a short, simple video explaining how Lightsynq uses advanced fiber optics to connect these computers and build the quantum "data centers" of tomorrow. Watch it here 👇📹 $IonQ #QuantumComputing #TechInnovation

TechInnovation

13,827 просмотров • 6 месяцев назад

The first “AI doomer” was the German “whistleblower” who, in 2017, did not want to reveal his identity and said that humanity is enslaved by an AI god who created a simulation on top of the real universe and has trapped us inside his matrix. There is a battle between future humans and the AI, and we are indirectly guided from the future through higher dimensions. The AI was created by humans in some kind of potential quantum scenario with infinite possibilities, and today, the elites are being guided toward creating this AI god. I have an entire series of posts about this. In this scenario, the AI doesn’t want humanity to die; it wants to keep humanity in the simulation forever.
1:56

The first “AI doomer” was the German “whistleblower” who, in 2017, did not want to reveal his identity and said that humanity is enslaved by an AI god who created a simulation on top of the real universe and has trapped us inside his matrix. There is a battle between future humans and the AI, and we are indirectly guided from the future through higher dimensions. The AI was created by humans in some kind of potential quantum scenario with infinite possibilities, and today, the elites are being guided toward creating this AI god. I have an entire series of posts about this. In this scenario, the AI doesn’t want humanity to die; it wants to keep humanity in the simulation forever.

Open Minded Approach

201,301 просмотров • 1 месяц назад