Not Ireland anymore … Eoin Lenihan gives voice to what many people feel

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Jacob Rees-Mogg. Starmer dithers while Hormuz burns.

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Professor Mearsheimer talks to Chris Hedges: Iran’s GRAND STRATEGY. WHAT WILL THE US DO?

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The Deep View: Secret Sauce

SECRET SAUCE
Repository intelligence: Giving agents a memory
Jason Hiner: This idea of repository intelligence is really where GitHub sees itself as a layer above even all of the different coding assistants, a way for you to provide added value, knowing that companies and coders are using multiple coding assistants. What does repository intelligence mean and what can it offer?
Mario Rodriguez: Today, all of the world’s code lives on GitHub. We see all of the commits that are happening. We see all of the pull requests. We see the issues. So there are all of these artifacts that come into play as you develop in a team context, and all of those go through GitHub.
Repo intelligence is the ability to say, look, it’s not just the code. It’s the entirety of the repo and all of the artifacts that go into creating a feature, and then being able to index that, provide midterm and long-term memory on it, and really start thinking through it as a graph of work for software development.
Imagine if I’m joining a new company and a new code base. I could go in and not only look at the code, but say: What were all the decisions that came into being? How did they develop it? What were the prompts they used? Did the quality get better or not, and when it didn’t, why not? What was super successful that ended up impacting the business? We did a migration to this library, then migrated away. Why? That’s what repo intelligence is all about. It’s that institutional memory plus expertise at any point in time. And then imagine every agent being able to query that and utilize it to get something done.
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Axios: Trump’s escalation trap

Trump’s escalation trap
 
Photo illustration of Trump trapped between the green and red stripe of the flag of Iran.
Photo illustration: Allie Carl/Axios. Photo: Roberto Schmidt/Getty Images
 
For five years in office, President Trump has operated with intuition, impulse and improvisation, Jim VandeHei and Mike Allen write in a “Behind the Curtain” column.

The Iran war, now entering Week 3, is the first time Trump’s style has made it impossible for him to easily talk or improvise his way out.

Why it matters: Trump could wind up trapped between his caprice and the realities of war. He expects a quick, clear victory. But unlike tariffs that can be swiftly imposed and rescinded, the war’s outcome is beyond unilateral control and quick fixes. And Iran gets a say.

Trump is working to help break the Persian Gulf oil jam. But in doing so, he risks getting caught in an “escalation trap,” where a stronger force is incentivized to keep attacking to demonstrate dominance amid diminishing returns.

A senior Trump administration official practically admitted as much, telling Axios’ Marc Caputo: “The Iranians f*cking around with the Strait makes [Trump] more dug in.

State of play: Israel wants regime change in Iran and more dramatic military destruction as it weighs an invasion of Lebanon. Bibi Netanyahu has shown several times that when it comes to Iran, he has the ability to convince Trump to take his side.

Iran wants survival — and to prove it can impose pain, militarily and economically, to scare off future attacks.

And other nations want the free flow of oil and commerce through the Middle East’s waters and air.U.S. military personnel remove JDAM bombs from a B-1 Lancer bomber at the RAF Fairford air base in southwest England yesterday. Photo: Henry Nicholls/AFP via Getty Images👀 

What we’re watching: Averaging out the timelines mentioned by Trump and his aides, it’s fair to assume the administration expected an intense military operation lasting about 4–6 weeks. That makes April 1 (Day 33 of the war) a real gut-check moment.

But in Washington and in capitals around the world, officials are preparing for a much longer crisis. Axios’ Barak tells us he’s heard from three different people in the administration and in allied countries who believe the instability in the Middle East and U.S. involvement could continue until September, even if the war shifts to a low-intensity conflict.

Israel told journalists it plans at least three more weeks of attacks on thousands of additional targets in Iran.

The president said yesterday in a phone call with the Financial Times’ Ed Luce: “We’ve essentially decimated Iran … They have no navy, no anti-aircraft, no air force, everything is gone. The only thing they can do is make a little trouble by putting a mine in the water — a nuisance, but the nuisance can cause problems.”

Anna Kelly, the White House’s principal deputy press secretary, emphasized to us that Operation Epic Fury is the result of “months and months of meticulous planning,” with “ample options” provided to the president, who took all of his top officials’ views into account as he made the final decision.

Trump could pull out tomorrow. But the Iranians could keep the Strait of Hormuz closed and push oil prices so high that America would have to re-engage.

The Iranians have made it clear in private and in public that even if Trump decides to end the war, they could continue shooting missiles and rockets until they get guarantees that this is the end of the war, not just a temporary ceasefire.

Behind the scenes: Trump has grown accustomed to doing what he wants and then quickly improvising if things go south. But this time, some in his inner circle have what one official called “buyer’s remorse” — growing fears that attacking Iran was a mistake.

A source close to the administration said some key officials around Trump were reluctant or wanted more time. “He ended up saying, ‘I just want to do it,'” the source said. “He grossly overestimated his ability to topple the regime short of sending in ground troops.”

The source said Trump was “high on his own supply” after last summer’s quick strikes in Iran and January’s abduction of Venezuelan President Nicolás Maduro: “He saw multiple decisive quick victories with extraordinary military competence.”President Trump speaks to the press on Air Force One en route to Washington from Palm Beach last night. Photo: Nathan Howard/Getty Images🥊 

Reality check: Trump’s war of choice certainly looks like a military success so far. Iran’s missile and drone launches have greatly decreased, indicating it’s running out of weapons or the ability to fire them.

The U.S. and Israeli air forces have overhead supremacy to bomb at will.

Much of the Iranian navy is underwater.

The ayatollah and senior leaders have been killed.The U.S. military death toll (at least 13) could have been greater for this breadth of action.🔮 

What’s next: Trump now may have to make a tough decision on a significant military escalation — new territory for him as president.

Some officials close to him had hoped he’d be able to show some quick gains and declare victory. Now, it’s not apparent how he’d do that convincingly.

As Barak reported, the U.S. doesn’t have clear enough lines of communication with the Iranian regime to make a deal that’s sure to stick.

Trump said on Truth Social on Friday night that Iran “is totally defeated and wants a deal – But not a deal that I would accept!

The bottom line: To claim victory, the Iranian regime just needs to stay alive.Share this column … Marc Caputo, Barak Ravid and Zachary Basu contributed reporting.

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The Deep View: Nvidia GTC this week@ 3 things to watch

Nvidia GTC this week: 3 things to watch
Nvidia GTC 2026, the first marquee AI event of 2026 has arrived. And with the “Moore’s Law of AI” doubling every 4 months right now, we should expect plenty of news and announcements this week. 
The Deep View will be on-the-ground at Nvidia GTC in San Jose, covering the most important developments in real time. That includes Nat Rubio-LichtFaris Kojok, and yours truly
These are the big trends we’re tracking:
Nvidia’s chip strategy for inference: Nvidia has owned the lion’s share of the AI market because of its technology advantage in GPUs. However, the market has been dominated by model training so far, and it’s about to shift to inference and the compute needed to run AI day-to-day as the number of people and organizations running AI grows dramatically. When it comes to inference, Nvidia has less of an advantage, and we’re seeing companies like Cerebras swoop in and take market share because they can run inference faster and less expensively. Nvidia made its $20B Groq deal to tackle inference. There are reports of a big inference announcement coming at GTC. 

Robots and physical AI: Nvidia loves robotics. Jensen Huang is a wonderful storyteller and robots are a tangible, physical manifestation of the current advances in AI. I’m sure Nvidia will trot robots on stage during the main keynote on Monday, but will we learn more about practical advances of robots of various shapes and sizes, consumer and enterprise? Robots, especially humanoid robots, are advancing much faster in China right now. Can Nvidia and its partners offer a counterpoint? Also, keep an eye on announcements for autonomous vehicles, another form of physical AI. The economics are getting a lot better, opening up new possibilities. Nat will be tracking developments across these topics throughout the week. 

Open models: Nvidia released its latest 120B-parameter model, Nemotron 3 Super, ahead of GTC and is also promising that Nemotron 4 Ultra, with four times as many paramters is coming soon. Nvidia is quickly becoming a leader in this space with models that are more open and are outperforming competitors. It’s worth following anything they announce about new models of any type, as it’s likely to have downstream effects on making AI more accessible and customizable for enterprises and lowering inference costs.
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Bulletin of the Atomic Scientists: War on Iran … could there be a transition away from fossil fuels to nuclear energy ….? Comment: Ireland … where do we stand on the proposition of having nuclear?

The war on Iran will speed the transition away from fossil fuels and toward nuclear energy, creating strategic challenges for the United States

By Rachel Bronson | Analysis | March 13, 2026

View looking north showing the Strait of Hormuz, connecting the Gulf of Oman with the Persian Gulf, with the Zagros Mountains and Qeshm Island of Iran in the background, and areas of Oman, Muscat and the United Arab Emirates in the foreground, as seen from the Space Shuttle Columbia in 1992. (Photo by Space Frontiers/Archive Photos/Hulton Archive/Getty Images)View looking north showing the Strait of Hormuz, connecting the Gulf of Oman with the Persian Gulf, with the Zagros Mountains and Qeshm Island of Iran in the background, and areas of Oman, Muscat and the United Arab Emirates in the foreground, as seen from the Space Shuttle Columbia in 1992. (Photo by Space Frontiers/Archive Photos/Hulton Archive/Getty Images) Share

One of the biggest surprises following the US-Israel attacks on Iran was how quickly Iran targeted Persian Gulf energy infrastructure. In the early hours of the fighting, energy analysts were relatively optimistic that global markets could weather a short-lived conflict.  This optimism was based on past fighting between Israel and Iran that avoided energy infrastructure and a “loose” (that is, well-supplied) oil market. The expectations proved wrong.

Within hours of the start of what American planners dubbed “Operation Epic Fury,” Iran began targeting the critical energy infrastructure of its Arab neighbors. Iran attacked Ras Tanura, Saudi Arabia’s largest domestic oil refinery, and Ras Laffan and Masaieed, Qatar’s major liquified natural gas production and export facilities. A senior Iranian advisor claimed that any vessel attempting to transit the Strait of Hormuz, where 20 percent of the world’s oil and gas passes each day, would be set on fire. Skittish about traveling through the Gulf, ships began stacking up at its entrance, resulting in what Helima Croft, the global head of commodity strategy at RBC Capital Markets, described as a “parking lot.” Subsequently, Israel attacked oil depots in Tehran, shrouding the Iranian capital in smoke.

The energy bottlenecks caused by the fighting will likely accelerate a global energy transition that is already underway, as countries seek to diversify their energy imports and broaden out supply chains. Perhaps surprisingly, given that the attacks were undertaken to eliminate Iran’s nuclear program, the conflict will likely hasten the adoption of nuclear power programs globally—even in conflict-prone areas. A nuclear resurgence will bring hard questions, especially for the United States, which risks ceding ground to Russia and China if it fails to act.

The nuclear renaissance. Even prior to the current conflict, nuclear power had been experiencing a global renaissance. The International Atomic Energy Agency estimates that the world’s nuclear power capacity could more than double by 2050. Last month, Japan restarted the world’s largest nuclear power plant (by installed capacity), a plant that had been shut since the 2011 accident at Fukushima Daiichi. France, Europe’s nuclear superpower, has reversed plans to reduce its reliance on nuclear power from 70 to 50 percent. Elsewhere in Europe, Italy has ended its 40-year moratorium on nuclear power, Belgium reversed its phase-out policy, and Denmark, Switzerland, and even Germany are considering overturning their bans on civilian nuclear power. Poland is developing its first nuclear power plant, aiming to become operational in 2036.

Such developments are hardly limited to Europe. Over the past 10 years, China has connected more than 20 nuclear reactors to its energy grid, with an additional 23 under construction, adding the nuclear power capacity that it took the US four decades to build. In the United States, the president has allocated billions of dollars to new nuclear funding, and at least five states have eased regulations to facilitate nuclear plant extensions and new builds.

Nuclear power has considerable appeal. It can help overcome the storage challenge posed by renewables such as wind and solar and stabilize energy grids on windless or cloudy days, and it is considerably more efficient than renewables in terms of land use, capacity, and conversion. It is also a cleaner alternative to coal and natural gas.

In the Middle East, the United Arab Emirates’ Barakah plant is responsible for 25 percent of the UAE’s electricity. Turkey is finalizing construction of its Akkuyu plant, which will provide 10 percent of Turkey’s energy by the end of 2028, with Russia as its key partner.  Egypt is also partnering with Russia on a nuclear plant that is expected to provide for 10 percent of its energy beginning in 2028.

Saudi Arabia and the United States are in active conversations about launching a nuclear power program. Unlike the UAE, Turkey, and Egypt, Riyadh is pushing for uranium enrichment capabilities. Saudi Arabia and the UAE are also investing in nuclear power projects in Pakistan and India, respectively.

RELATED:

Nuclear power’s role in Japan is fading. The myths of reactor safety and energy needs can’t change that reality

There are at least three key drivers of the nuclear renaissance: political volatility; the need for energy-intensive data centers to power AI’s future; and increasing energy demands in emerging, often energy-poor economies. Notably, political volatility is driving a more intense rather than cautious approach to nuclear power. Russia’s 2022 invasion of Ukraine focused leaders on the vulnerabilities of energy interdependence with potential adversaries. Today’s conflict in the Gulf will only deepen that lesson: In the first hours of the fighting, Qatar shut down its natural gas facilities and Israel shut down its Tamar and Leviathan fields, which export gas to Egypt and Jordan. A second driver is the surge in AI-linked energy demand: data centers require vast, reliable baseload power that intermittent renewables alone cannot provide. Third, fast-growing economies across Asia, Africa and the Middle East are seeking energy-intensive solutions that can scale without dependence on imported fossil fuels.

This nuclear renaissance is part of a broader worldwide energy transition. Oil and gas are expected to fulfil only about 50 percent of the globe’s increasing demand, with wind and solar growing faster than all other renewables to make up most of the difference. Nuclear power, a reliable source of baseload power, will fill the rest—but it brings with it greater risks, including accidents, military targeting and weaponization. One only needs to consider the difficulties Japan is facing in recovering from the 2011 accident to be reminded of the extent of the stakes involved.

Nuclear power programs create long-term geopolitical relationships because of their considerable expense and fuel and waste management requirements. Civilian nuclear programs create decades-long political relationships that benefit the global partners that build and service the plants. Currently, Russia and China are significantly more active in advancing nuclear power partnerships. The United States, once the leader in reactor design and export, has let its own industry atrophy. This will become a political liability unless America can quickly catch up to its global rivals.

When the Zaporizhzhia nuclear power plant was attacked in 2022, European capitals faced a stark decision about how to balance the potential vulnerability of nuclear power plants with the dependence on an aggressor’s fossil fuels. They opted to diversifying away from overdependence on Russian gas and toward nuclear power. Moving forward, others are likely to follow suit.

Some Europeans had hoped that substituting US for Russian gas imports could help them avoid the choice. But tensions over Greenland, NATO, and Ukraine have led European capitals to question the wisdom of relying on the US for energy as well. It is with this in mind that German Chancellor Friedrich Merz concluded that his country’s recent nuclear phase-out was a “strategic mistake.”  The open question is whether the United States will help shape this new nuclear future—or be left out of it.

Questions for US leadership. There is good reason for the US to reinvest in its nuclear industry. Increasing energy demands at home are changing domestic incentives and fueling new interest in nuclear power and next-generation reactors. Global markets will be strong given the drivers discussed above.

But perhaps more important are the geopolitical relationships the United States will forego if it opts out of the nuclear renaissance. Energy corridors beget trade corridors, energy conduits accompany data conduits, and energy systems now include an ecosystem of supply chains, sophisticated financing, critical minerals, chokepoints, and investments. Such interconnections offer new areas of political influence. This is why Fatih Birol, the executive director of the International Energy Agency, said at the World Economic Forum in 2026 that “energy security … should be elevated to the level of national security.”

Nuclear plants run for 40 and in some cases 80 years and bring with them ongoing incentives. Washington should be concerned that Russia is deeply investing in the critical energy infrastructure of traditional US allies such as Egypt and Turkey. The United States cannot afford to concede such ties to Russia and China.

RELATED:

The debate about nuclear energy must be reframed for the future

But questions confronting Washington’s future leadership are many:

Can it compete on safety? For example, can the United States catch up to global rivals in terms of building and exporting nuclear plant designs without sacrificing its global reputation for safety? President Trump has signed multiple executive orders to cut regulations, speed approvals, and reduce the bureaucratic hurdles that have stifled the industry. Some of these changes are welcomed. But the orders have resulted in slashing staffing and expertise in and the independence of the US Nuclear Regulatory Commission.  Such orders have the potential to undermine the United States’ hard-won reputation for world-class safety standards—a key incentive to partnering with the United States in the first place.

What concessions will it have to make? The United States and Saudi Arabia, for example, have tussled for years over the Kingdom’s desire for domestic uranium enrichment. It would be ironic, to put it mildly, if the US attack against Iran to eliminate its nuclear program was followed by an agreement with Saudi Arabia that permitted enrichment. But Saudi Arabia will have significant leverage over the United States as it is offering to heavily invest in America’s domestic nuclear program. The Saudis will also likely demand something from the United States for initiating Operation Epic Fury without serious consideration of its effect on Iran’s Gulf neighbors.

Can it secure the supply chain? The United States cannot directly help reduce supply chain bottlenecks associated with nuclear power, particularly when it comes to fuel sources such as uranium. But it can make things worse. Russia is the dominant global provider of processed uranium, and the nuclear renaissance will heighten its role globally.  Canada and Australia are major providers as well. Washington’s recent diplomatic scuffles with those countries hardly seem wise in this context. Prioritizing relations with uranium-rich countries beyond Russia would be a smarter approach.

Can it protect what it builds? Russia surprised everyone in 2022 when it targeted and seized the Zaporizhzhia nuclear power plant in Ukraine, Europe’s largest. That attack highlights new security vulnerabilities as nuclear power plants—including, one day, small modular reactors—expand. It will not be lost on planners that during the opening days of the US-Israel attack, an Iranian military official threatened that Iran would target the Israeli nuclear site of Dimona if Israel and the US seek regime change in Iran, a goal that President Trump has advocated.

Finally, the collapse of the 50-year nuclear arms control architecture has important consequences for trust in the future of nuclear power. Multilateral organizations such as the International Atomic Energy Agency help provide expertise and transparency and resulting confidence that civilian nuclear programs do not become gateways for weaponization. As nuclear agreements wither and multilateral organizations are undermined, significant uncertainty and risk are added to the unfolding nuclear renaissance.

Operation Epic Fury will accelerate the global energy transition, including to nuclear power. The US-Israel attacks and Iran’s response will reshape energy decisions globally. The war has highlighted the vulnerability of relying on gas and oil exports from a conflict-prone part of the world. It will further compel leaders to invest in new sources of energy including renewables and nuclear power. The trend was already underway after Russia’s attack on Ukraine. Operation Epic Fury will reinforce it.

But the drive towards civilian nuclear power brings unique challenges—not least the deep public fear of accidents and leaks, and the ever-present risk of weaponization. As energy historian Daniel Yergin has warned, this conflict could represent the biggest disruption in oil production in history. The desire for energy diversification will only intensify in its wake. The United States should want to lead that future. But to do so, it must answer some hard questions—about safety, partnerships, supply chains, and security—before rivals like Russia and China answer them first.

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Having dogs my whole life, and ageing now, I am so relieved to know there is an alternative when my beautiful Rosie passes, which is years from now. See below. Quote “By studying how dogs interpret human pointing gestures and gaze, the team developed a new AI framework called LEGS-POMDP.”

Dog-Inspired Robot: How Gestures Help AI Master the Art of “Fetch”

FeaturedNeuroscience

·March 13, 2026

Summary: For humans, “fetch” is a simple game, but for robots, locating a specific object in a cluttered room is a computational nightmare. Researchers have found a surprising solution by looking at the world champions of fetch: dogs. By studying how dogs interpret human pointing gestures and gaze, the team developed a new AI framework called LEGS-POMDP.

This system allows robots to combine natural language (words) with physical gestures (pointing) to navigate uncertainty. In lab tests, the robot achieved an 89% success rate in finding correct objects—dramatically outperforming systems that rely on words or vision alone.

Key Facts

  • Multimodal Reasoning: The robot doesn’t just “hear” the command; it uses a “cone of probability” derived from the human’s eye, elbow, and wrist alignment to narrow down where the object is located.
  • The POMDP Framework: Robots use a “Partially Observable Markov Decision Process” to handle uncertainty. If the robot isn’t sure what it’s seeing, it moves to get a better view rather than making a blind guess.
  • Canine Inspiration: The gesture model was built using insights from the Brown Dog Lab, which studies how dogs intuitively solve cooperation problems with humans through gaze and gesture.
  • Performance Boost: Combining language and gesture led to a nearly 90% accuracy rate, proving that “showing” is just as important as “telling” when interacting with AI.
  • Vision-Language Model (VLM): The system integrates AI that can “see” a scene and understand complex natural language descriptions simultaneously.

Source: Brown University

Whether in the kitchen or on a workshop floor, robot assistants that can fetch items for people could be extremely useful. Now, a team of Brown University researchers has developed a way of making robots better at figuring out exactly which items a user might want them to retrieve.

The new approach enables robots to use inputs from both human language and gesture as they reason about how to locate and retrieve target objects. In a study that will be presented on Tuesday, March 17, during the International Conference on Human-Robot Interaction in Edinburgh, Scotland, the researchers show that the approach had an 89% success rate in finding the correct object in complex environments, outperforming other object retrieval approaches.

This shows a robot dog.
By incorporating canine-inspired models of human pointing and gaze, researchers have enabled robots to navigate partially observable environments with unprecedented accuracy. Credit: Neuroscience News

“Searching for things requires a robot to navigate large environments,” said Ivy He, a graduate student at Brown and the study’s lead author. “With current technology, robots are pretty good at identifying objects, but when the environment is cluttered, things are moving around or things are hidden by other objects, that makes things much more difficult. So this work is about using both language and gesture to help in that search task.”

The research makes use of an approach to robot planning called a POMDP (partially observable Markov decision process), a mathematical framework that allows a robot to reason under uncertainty. In the real world, robots rarely have a perfect understanding of the world. Different types of objects can look similar. There may be more than one of a particular object in a room. Items might be partially or completely hidden from view.

To succeed in a search, a robot has to act even when it isn’t sure what it’s seeing. Without a way to manage that uncertainty, it might freeze. Or worse, it might make overconfident final decisions based on incomplete information.

A POMDP turns ambiguities into a probabilistic framework that helps the robot track how confident it is about what’s in the world, and update those beliefs according to new information, including information from large vision and language models. In the process, it can choose actions that help it learn more — for example, moving to get a better view — before committing to a final decision.

The innovation in this latest research is a POMDP that incorporates inputs from both language and human gestures, such as pointing toward the object of interest. To incorporate the gesture component, He drew on insights from a Brown laboratory led by Associate Professor of Cognitive and Psychological Sciences Daphna Buchsbaum, on how the undisputed world champions of fetch — dogs — interpret human pointing.

Building on this expertise, He and Ph.D. student Madeline Pelgrim performed a study of the finer points of human pointing, as well as how dogs interpret pointing gestures. The study helped He to model the target of a pointing gesture within a cone of probability.

“What we have found is that humans use eye gaze to align with what they’re pointing to,” He said. “So it was natural to create a cone based on a connecting line from the eye to elbow to the wrist. That turns out to be a fairly good approximation of where someone is pointing.”

Buchsbaum adds, “Our work in the Brown Dog Lab has shown just how sophisticated dogs are in their communication with humans, solving many of the cooperation problems we want robots to solve. This makes them a natural model for intuitive human-non-human cooperation. This work translates the dog’s intuitive understanding of human gaze and pointing into a probabilistic model, which allows the robot to handle the ambiguity inherent in human communication. It moves us closer to truly intuitive robotic assistants.”

He then combined the gesture model with a vision language model or VLM, an AI system designed to interpret visual scenes together with natural language descriptions. The result was a POMDP capable of incorporating both language and gesture for robot planning.

In lab experiments, the researchers asked a quadruped robot to find various objects scattered around the lab space. The experiments showed that the robot was able to locate the correct object nearly 90% of time using combined gesture and language, far better than using either input alone.

For He and her coauthors, the research is a step toward robots that are able to operate side-by-side with people at home and in the workplace.

“The framework we developed helps pave the way for seamless multimodal human-robot interaction,” said research co-author Jason Liu, a postdoctoral researcher at MIT who worked on the project while completing his Ph.D. at Brown. “In the future, we can communicate with our assistant robots the same way people interact through language, gestures, eye gazes, demonstrations and much more.”

The work was supported through Brown’s AI Research Institute on Interaction for AI Assistants (ARIA), which is funded by the National Science Foundation.

“This is a really great illustration of how we can enable more natural and effective human-machine interaction by strengthening collaborations between computer science and cognitive science,” said Ellie Pavlick, an associate professor of computer science at Brown who leads ARIA. “Embracing what we know about how humans naturally want to communicate, and building systems aligned with those human tendencies and intuitions about behavior, is the right way forward.”

Funding: The work was supported by the National Science Foundation (2433429) and the Long-Term Autonomy for Ground and Aquatic Robotics program (GR5250131), and by the Office of Naval Research (N0001424-1-2784, N0001424-1-2603).

Key Questions Answered:

Q: Why do robots need to study dogs to find my keys?

A: Because humans are actually very “messy” communicators! We point vaguely or use words like “that thing over there.” Dogs have evolved over thousands of years to be experts at reading our body language and gaze. By teaching a robot to look at your eyes, elbow, and wrist—just like a dog does—scientists can help it understand exactly what “that thing” is, even in a messy room.

Q: Does the robot actually “think” like a dog?

A: Not exactly. It uses a mathematical framework called a POMDP. While a dog uses instinct, the robot uses probability. It calculates how confident it is about an object’s location. If its confidence is low, it “thinks” like a searcher: it will move around, peek under a table, or look from a different angle to gather more data before it makes its final choice.

Q: Is this just for fetching toys, or can it do real work?

A: This is a huge step toward robots in the home and workplace. Whether it’s a robot assistant in a hospital fetching a specific surgical tool or a home robot helping someone with mobility issues, being able to understand gestures means we don’t have to give perfectly programmed voice commands for every single task.

Editorial Notes:

  • This article was edited by a Neuroscience News editor.
  • Journal paper reviewed in full.
  • Additional context added by our staff.

About this AI and robotics research news

Author: Kevin Stacey
Source: Brown University
Contact: Kevin Stacey – Brown University
Image: The image is credited to Neuroscience News

Original Research: The findings will be presented at the ACM/IEEE International Conference on Human-Robot Interaction (HRI)

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DW: Woman Life Freedom … Inside the protest movement in Iran. Faces of Anger. Documentary 2 years ago

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Iran: Support “Women, Life, Freedom”.

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