Technology
Warehouse robot uses AI to play real-life Tetris to handle more than ever before
In a groundbreaking development for warehouse automation, Ambi Robotics just launched AmbiStack, a multipurpose robotic system that promises to transform the way items are stacked onto pallets and into containers.
This innovative solution tackles a fundamental challenge in logistics: maximizing space utilization and reducing shipping costs.
AmbiStack (Ambi Robotics)
The AmbiStack advantage
AmbiStack operates like a real-world 3D Tetris game, expertly arranging items to optimize space in containers and pallets. By minimizing wasted space, warehouses can significantly reduce shipping costs and improve overall efficiency.
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“Logistics companies are under continuous pressure to deliver items faster and for lower cost, which puts a lot of strain on operations to maintain reliability while rapidly adapting for the future,” Jim Liefer, CEO of Ambi Robotics, also tells CyberGuy.
“AmbiStack can be rapidly configured to automate the repetitive motions involved in a huge variety of stacking and palletizing applications, driving greater accuracy and efficiency, while future-proofing warehouse operations.”
AmbiStack (Ambi Robotics)
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Powered by PRIME-1: AI at its core
The rapid development and deployment of AmbiStack was made possible by PRIME-1, Ambi Robotics’ new artificial intelligence foundation model for warehouse robots. This advanced AI enables AmbiStack to begin working efficiently from day one in production environments.
Ken Goldberg, co-founder and chief scientist at Ambi Robotics, tells CyberGuy, “The engineering team at Ambi Robotics used 4 years of proprietary warehouse data to train a state-of-the-art generative model for 3D warehouse operations; their experiments with real production systems confirm that PRIME-1 significantly outperforms their previous systems.”
AmbiStack (Ambi Robotics)
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Why AmbiStack matters
Cost reduction and efficiency: AmbiStack addresses the pressing need for automated solutions that cut labor costs, reduce manual inefficiencies and tackle accuracy challenges.
Ergonomic improvements: The system alleviates the physical strain on workers by handling heavy lifting tasks.
Adaptive intelligence: Trained using Sim2Real reinforcement learning, AmbiStack can make real-time decisions, adapting to various scenarios and delivering a faster return on investment.
Tackling complex tasks: Stacking presents more challenges than sorting, making AmbiStack a significant advancement in robotic capabilities.
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AmbiStack (Ambi Robotics)
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The AmbiStack process
AmbiStack utilizes advanced vision systems and AI models trained on extensive data from parcel sorting experiences. The robot learns in a virtual environment, earning higher scores for better stacking performance with random items.
Jeff Mahler, co-founder and CTO of Ambi Robotics, tells CyberGuy, “AmbiStack represents an evolution of our AI-powered robotics, building on our technology in physical AI to add stacking as a fundamental new robot skill in AmbiOS. We’ve started the AI flywheel for stacking with Sim2Real reinforcement learning and performance will only improve as robots collect data from production environments. We are committed to advancing this capability to provide reliable systems that deliver a strong ROI for our customers.”
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AmbiStack (Ambi Robotics)
Market impact and future prospects
The potential market for AmbiStack is vast, as efficient packing and stacking are crucial in logistics. By optimizing container usage, AmbiStack ensures that companies aren’t “shipping air,” leading to substantial cost savings in transportation.
AmbiStack (Ambi Robotics)
Benefits for warehouse workers
AmbiStack is designed to complement human workers, not replace them. It allows employees to focus on decision-making and strategic tasks while reducing physical strain and repetitive motions.
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AmbiStack (Ambi Robotics)
Kurt’s key takeaways
By combining advanced AI with practical robotics, AmbiStack is addressing a long-standing challenge in logistics. As the industry continues to evolve, solutions like AmbiStack will play a crucial role in shaping the future of warehouse operations and supply chain efficiency.
Do you believe these technologies will ultimately complement human workers or gradually replace them entirely in logistics and warehouse operations? Let us know by writing us at Cyberguy.com/Contact.
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Technology
Defense secretary Pete Hegseth designates Anthropic a supply chain risk
This week, Anthropic delivered a master class in arrogance and betrayal as well as a textbook case of how not to do business with the United States Government or the Pentagon.
Our position has never wavered and will never waver: the Department of War must have full, unrestricted access to Anthropic’s models for every LAWFUL purpose in defense of the Republic.
Instead, @AnthropicAI and its CEO @DarioAmodei, have chosen duplicity. Cloaked in the sanctimonious rhetoric of “effective altruism,” they have attempted to strong-arm the United States military into submission – a cowardly act of corporate virtue-signaling that places Silicon Valley ideology above American lives.
The Terms of Service of Anthropic’s defective altruism will never outweigh the safety, the readiness, or the lives of American troops on the battlefield.
Their true objective is unmistakable: to seize veto power over the operational decisions of the United States military. That is unacceptable.
As President Trump stated on Truth Social, the Commander-in-Chief and the American people alone will determine the destiny of our armed forces, not unelected tech executives.
Anthropic’s stance is fundamentally incompatible with American principles. Their relationship with the United States Armed Forces and the Federal Government has therefore been permanently altered.
In conjunction with the President’s directive for the Federal Government to cease all use of Anthropic’s technology, I am directing the Department of War to designate Anthropic a Supply-Chain Risk to National Security. Effective immediately, no contractor, supplier, or partner that does business with the United States military may conduct any commercial activity with Anthropic. Anthropic will continue to provide the Department of War its services for a period of no more than six months to allow for a seamless transition to a better and more patriotic service.
America’s warfighters will never be held hostage by the ideological whims of Big Tech. This decision is final.
Technology
What Trump’s ‘ratepayer protection pledge’ means for you
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When you open a chatbot, stream a show or back up photos to the cloud, you are tapping into a vast network of data centers. These facilities power artificial intelligence, search engines and online services we use every day. Now there is a growing debate over who should pay for the electricity those data centers consume.
During President Trump’s State of the Union address this week, he introduced a new initiative called the “ratepayer protection pledge” to shift AI-driven electricity costs away from consumers. The core idea is simple.
Tech companies that run energy-intensive AI data centers should cover the cost of the extra electricity they require rather than passing those costs on to everyday customers through higher utility rates.
It sounds simple. The hard part is what happens next.
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At the State of the Union address Feb. 24, 2026, President Trump unveiled the “ratepayer protection pledge” aimed at shielding consumers from rising electricity costs tied to AI data centers. (Nathan Posner/Anadolu via Getty Images)
Why AI is driving a surge in electricity demand
AI systems require enormous computing power. That computing power requires enormous electricity. Today’s data centers can consume as much power as a small city. As AI tools expand across business, healthcare, finance and consumer apps, energy demand has risen sharply in certain regions.
Utilities have warned that the current grid in many parts of the country was not built for this level of concentrated demand. Upgrading substations, transmission lines and generation capacity costs money. Traditionally, those costs can influence rates paid by homes and small businesses. That is where the pledge comes in.
What the ratepayer protection pledge is designed to do
Under the ratepayer protection pledge, large technology companies would:
- Cover the full cost of additional electricity tied to their data centers
- Build their own on-site power generation to reduce strain on the public grid
Supporters say this approach separates residential energy costs from large-scale AI expansion. In other words, your household bill should not rise simply because a new AI data center opens nearby. So far, Anthropic is the clearest public backer. CyberGuy reached out to Anthropic for a comment on its role in the pledge. A company spokesperson referred us to a tweet from Anthropic Head of External Affairs Sarah Heck.
“American families shouldn’t pick up the tab for AI,” Heck wrote in a post on X. “In support of the White House ratepayer protection pledge, Anthropic has committed to covering 100% of electricity price increases that consumers face from our data centers.”
That makes Anthropic one of the first major AI companies to publicly state it will absorb consumer electricity price increases tied to its data center operations. Other major firms may be close behind. The White House reportedly plans to host Microsoft, Meta and Anthropic in early March to discuss formalizing a broader deal, though attendance and final terms have not been confirmed publicly.
Microsoft also expressed support for the initiative.
“The ratepayer protection pledge is an important step,” Brad Smith, Microsoft vice chair and president, said in a statement to CyberGuy. “We appreciate the administration’s work to ensure that data centers don’t contribute to higher electricity prices for consumers.”
Industry groups also point to companies such as Google and utilities including Duke Energy and Georgia Power as making consumer-focused commitments tied to data center growth. However, enforcement mechanisms and long-term regulatory details remain unclear.
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The White House plans talks with Microsoft, Meta and Anthropic about shifting AI energy costs away from consumers. (Eli Hiller/For The Washington Post via Getty Images)
How this could change the economics of AI
AI infrastructure is already one of the most expensive technology buildouts in history. Companies are investing billions in chips, servers and real estate. If firms must also finance dedicated power plants or pay premium rates for grid upgrades, the cost of running AI systems increases further. That could lead to:
- Slower expansion in some markets
- Greater investment in renewable energy and storage
- More partnerships between tech firms and utilities
Energy strategy may become just as important as computing strategy. For consumers, this shift signals that electricity is now a central part of the AI conversation. AI is no longer only about software. It is also about infrastructure.
The bigger consumer tech picture
AI is becoming embedded in smartphones, search engines, office software and home devices. As adoption grows, so does the hidden infrastructure supporting it. Energy is now part of the conversation around everyday technology. Every AI-generated image, voice command or cloud backup depends on a power-hungry network of servers.
By asking companies to account more directly for their electricity use, policymakers are acknowledging a new reality. The digital world runs on very physical resources. For you, that shift could mean more transparency. It also raises new questions about sustainability, local impact and long-term costs.
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As AI expansion strains the grid, a new proposal would require tech firms to fund their own power needs. (Sameer Al-Doumy/AFP via Getty Images)
What this means for you
If you are a homeowner or renter, the practical question is simple. Will this protect my electric bill? In theory, separating data center energy costs from residential rates could reduce the risk of price spikes tied to AI growth. If companies fund their own generation or grid upgrades, utilities may have less reason to spread those costs among all customers.
That said, utility pricing is complex. It depends on state regulators, long-term planning and local energy markets.
Here is what you can watch for in your area:
- New data center construction announcements
- Utility filings that mention large commercial load growth
- Public service commission decisions on rate adjustments
Even if you rarely use AI tools, your community could feel the effects of a nearby data center. The pledge is intended to keep those large-scale power demands from showing up in your monthly bill.
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Kurt’s key takeaways
The ratepayer protection pledge highlights an important turning point. AI is no longer only about innovation and speed. It is also about energy and accountability. If tech companies truly absorb the cost of their expanding power needs, households may avoid some of the financial strain tied to rapid AI growth. If not, utility bills could become an unexpected front line in the AI era.
As AI tools become part of daily life, how much extra power are you willing to support to keep them running? Let us know by writing to us at Cyberguy.com.
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Technology
Here’s your first look at Kratos in Amazon’s God of War show
Amazon has slowly been teasing out casting details for its live-action adaptation of God of War, and now we have our first look at the show. It’s a single image but a notable one showing protagonist Kratos and his son Atreus. The characters are played by Ryan Hurst and Callum Vinson, respectively, and they look relatively close to their video game counterparts.
There aren’t a lot of other details about the show just yet, but this is Amazon’s official description:
The God of War series storyline follows father and son Kratos and Atreus as they embark on a journey to spread the ashes of their wife and mother, Faye. Through their adventures, Kratos tries to teach his son to be a better god, while Atreus tries to teach his father how to be a better human.
That sounds a lot like the recent soft reboot of the franchise, which started with 2018’s God of War and continued through Ragnarök in 2022. For the Amazon series, Ronald D. Moore, best-known for his work on For All Mankind and Battlestar Galactica, will serve as showrunner. The rest of the cast includes: Mandy Patinkin (Odin), Ed Skrein (Baldur), Max Parker (Heimdall), Ólafur Darri Ólafsson (Thor), Teresa Palmer (Sif), Alastair Duncan (Mimir), Jeff Gulka (Sindri), and Danny Woodburn (Brok).
While production is underway on the God of War series, there’s no word on when it might start streaming.
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