While Large Language Models (LLMs) demonstrate impressive reasoning capabilities, understanding and validating their knowledge utilization remains challenging. Chain-of-thought (CoT) prompting partially addresses this by revealing intermediate reasoning steps, but the knowledge flow and application remain implicit. We introduce IAO (Input-Action-Output) prompting, a structured template-based method that explicitly models how LLMs access and apply their knowledge during complex reasoning tasks. IAO decomposes problems into sequential steps, each clearly identifying the input knowledge being used, the action being performed, and the resulting output. This structured decomposition enables us to trace knowledge flow, verify factual consistency, and identify potential knowledge gaps or misapplications. Through experiments across diverse reasoning tasks, we demonstrate that IAO not only improves zero-shot performance but also provides transparency in how LLMs leverage their stored knowledge. Human evaluation confirms that this structured approach enhances our ability to verify knowledge utilization and detect potential hallucinations or reasoning errors. Our findings provide insights into both knowledge representation within LLMs and methods for more reliable knowledge application.

Fox News contributor Dr. Marc Siegel weighs in on how artificial intelligence can change the patient-doctor relationship on'America's Newsroom.' Artificial intelligence has been able to beat masters at games like chess and poker and Go. AI has also been able to beat human competitors in various video games. While impressive nonetheless, there is one major capability that these games do not require of the AI: physical skill. CyberRunner is an AI tasked with learning how to play the popular labyrinth maze game.

Verity Studios, which took precision drone swarm technology from ETH Zurich and turned it into a spectacular live event display system, has announced a round of Series A funding totaling US $18 million from Fontinalis Partners, Airbus Ventures, Sony Innovation Fund, and Kitty Hawk. This is a lot of money for a company that most people may not know exists even if they view a Verity-powered drone show firsthand, but that's part of what makes Verity special: Everything they do is reliable, seamless, and safe, leading to experiences that have a truly mesmerizing effect. The reason we follow companies like Verity so closely, and the reason why we're happy when they get funded, is because they've managed to transition some fairly amazing robotics research into a successful business, which is a very difficult thing to do. The kinds of things that make Verity special come from over a decade of work at the Flying Machine Arena at ETH Zurich, led by Professor Raffaello D'Andrea, a lot of which we've covered in the past. For example, Verity's drones are fully redundant, able to recover from "a failed battery, a failed motor, a failed connector, a failed propeller, a failed sensor, or a failure of any other component ... through the duplication of critical components and the use of proprietary algorithms, which enable safe emergency responses to component failures."

Last year, Intel partnered with Lady Gaga on the Super Bowl Halftime Show to showcase its latest aerial technology called "Shooting Star." Intel did a reprise performance of its Shooting Star technology for Singapore's 52nd birthday this past week. Instead of fireworks, the tech-savvy country celebrated its National Day Parade with a swarm of 300 LED drones animating the night sky with shapes, logos, and even a map of the country. Intel's global drone chief, Anil Nanduri, explained, "There's considerably more operational complexity in handling a 300 drone fleet, compared with 100 drones in a show. You may be able to juggle three, but if you juggle nine, you may have to throw them higher and faster to get more time."

He is known as the Dark Prince or Ayatollah Mike, nicknames he earned as the Central Intelligence Agency officer who oversaw the hunt for Osama bin Laden and the American drone strike campaign that killed thousands of Islamist militants and hundreds of civilians. Now the official, Michael D'Andrea, has a new job. He is running the C.I.A.'s Iran operations, according to current and former intelligence officials, an appointment that is the first major sign that the Trump administration is invoking the hard line the president took against Iran during his campaign. Mr. D'Andrea's new role is one of a number of moves inside the spy agency that signal a more muscular approach to espionage and covert operations under the leadership of Mike Pompeo, the conservative Republican and former congressman, the officials said. The agency also recently named a new chief of counterterrorism, who has begun pushing for greater latitude to strike militants.

Raffaello D'Andrea heads ETH Zurich's Flying Machine Arena Arena is at forefront of research into autonomous flying robots Quadrocopters learn amazing throwing and catching maneuvers D'Andrea says technology education needs to promote "unconstrained creation" D'Andrea says technology education needs to promote "unconstrained creation" Professor Raffaello D'Andrea isn't short of admirers for his autonomous flying robots and the amazing tricks they perform. Every week, he receives a flood of e-mails from excited people telling him how to use them, he says. "Folks have contacted me about using them to deliver burritos and pizzas, paint walls, do search and rescue, monitor the environment, flying cameras for movies ... It's just endless," D'Andrea says. "I'm not going to pass judgment on whether they are good or bad ... my role is to show people what is possible." It appears those possibilities are growing by the day at the Swiss Federal Institute of Technology in Zurich (ETH Zurich) where D'Andrea leads a team of researchers at the Flying Machine Arena (FMA).

This article has been reposted from Robohub.org Flying robots perform 100th show on Broadway, using new localization technology and algorithms designed and created by Verity Studios of Zurich in collaboration with Cirque du Soleil for their new show PARAMOUR. Since April, a troupe of eight flying machines has been performing in a Cirque du Soleil Broadway show called PARAMOUR. This group of quadcopters has completed its first 100 shows in front of a live theater audience, without a single incident. Given the string of recent safety incidents with drones (there's more), this begs the question: How was this accomplished? The Paramour quadcopters were designed and created by Verity Studios of Zurich and were transformed into flying lampshades in collaboration with Cirque du Soleil.