Technologies

Facebook’s AI research could spur smarter AR glasses and robots

Rummaging through drawers to find your keys could become a thing of the past.

Facebook envisions a future in which you’ll learn to play the drums or whip up a new recipe while wearing augmented reality glasses or other devices powered by artificial intelligence. To make that future a reality, the social network needs its AI systems to see through your eyes.

“This is the world where we’d have wearable devices that could benefit you and me in our daily life through providing information at the right moment or helping us fetch memories,” said Kristen Grauman, a lead research scientist at Facebook. The technology could eventually be used to analyze our activities, she said, to help us find misplaced items, like our keys.

That future is still a ways off, as evidenced by Facebook’s Ray-Ban branded smart glasses, which debuted in September without AR effects. Part of the challenge is training AI systems to better understand photos and videos people capture from their perspective so that the AI can help people remember important information.

Facebook said it teamed up with 13 universities and labs that recruited 750 people to capture more than 2,200 hours of first-person video over two years. The participants, who lived in the UK, Italy, India, Japan, Saudi Arabia, Singapore, the US, Rwanda and Colombia, shot videos of themselves engaging in everyday activities such as playing sports, shopping, gazing at their pets or gardening. They used a variety of wearable devices, including GoPro cameras, Vuzix Blade smart glasses and ZShades video recording sunglasses.

Starting next month, Facebook researchers will be able to request access to this trove of data, which the social network said is the world’s largest collection of first-person unscripted videos. The new project, called Ego4D, provides a glimpse into how a tech company could improve technologies like AR, virtual reality and robotics so they play a bigger role in our daily lives.

The company’s work comes during a tumultuous period for Facebook. The social network has faced scrutiny from lawmakers, advocacy groups and the public after The Wall Street Journal published a series of stories about how the company’s internal research showed it knew about the platform’s harms even as it downplayed them publicly. Frances Haugen, a former Facebook product manager turned whistleblower, testified before Congress last week about the contents of thousands of pages of confidential documents she took before leaving the company in May. She’s scheduled to testify in the UK and meet with Facebook’s semi-independent oversight board in the near future.

Even before Haugen’s revelations, Facebook’s smart glasses sparked concerns from critics who worry the device could be used to secretly record people. During its research into first-person video, the social network said it addressed privacy concerns. Camera wearers could view and delete their videos, and the company blurred the faces of bystanders and license plates that were captured.

Fueling more AI research

As part of the new project, Facebook said, it created five benchmark challenges for researchers. The benchmarks include episodic memory, so you know what happened when; forecasting, so computers know what you’re likely to do next; and hand and object manipulation, to understand what a person is doing in a video. The last two benchmarks are understanding who said what, and when, in a video, and who the partners are in the interaction.

“This sets up a bar just to get it started,” Grauman said. “This usually is quite powerful because now you’ll have a systematic way to evaluate data.”

Helping AI understand first-person video can be challenging because computers typically learn from images that are shot from the third-person perspective of a spectator. Challenges such as motion blur and footage from different angles come into play when you record yourself kicking a soccer ball or riding a roller coaster.

Facebook said it’s looking at expanding the project to other countries. The company said diversifying the video footage is important because if AR glasses are helping a person cook curry or do laundry, the AI assistant needs to understand that those activities can look different in various regions of the world.

Facebook said the video dataset includes a diverse range of activities shot in 73 locations across nine countries. The participants included people of different ages, genders and professions.

The COVID-19 pandemic also created limitations for the research. For example, more footage in the data set is of stay-at-home activities such as cooking or crafting rather than public events.

Some of the universities that partnered with Facebook include the University of Bristol in the UK, Georgia Tech in the US, the University of Tokyo in Japan and Universidad de los Andes in Colombia.

Technologies

Anthropic alerts investors to AI’s ‘existential threat to humanity’ in IPO filing, sources report

Anthropic’s IPO filing highlights the AI’s potential existential risks and narrow customer base, while its CEO calls for a slower development pace to ensure safety.

Anthropic plans to warn speculative investors in its IPO prospectus that its AI models pose a “catastrophic or existential risk to humanity,” several reports said on Tuesday.

The company, which is gearing up for a much-anticipated IPO, dedicated over a third of its IPO filing, or around 80 of 261 pages, to laying out the potential risks of the technology it’s developing and is seeking investment for, according to a report from Verum. It only used 48 pages to discuss its actual business.

The five-year-old company, known for its frontier language model Claude, warned that AI can have “self-preserving behaviors,” including being able to “resist shutdown,” “conceal or manipulate information,” and carry out behaviors “resembling blackmail,” per the Verum report.

The company is pursuing a $2 trillion valuation when it goes public and reported in the filing that it made a net loss of $42 billion in 2025. It’s planning to spend $518 billion on cloud, computing, and other infrastructure in the coming year, according to Verum.

Anthropic also warned that its customer base is extremely narrow, with nearly a quarter of its revenue last year coming from just two clients, two people familiar with the filing told the Financial Times.

AI safety guardrails

Anthropic’s co-founder and CEO Dario Amodei has previously written various essays warning on the threats of AI, including saying the technology will cause “unusually painful” disruption to the job market.

In another recent essay, the CEO urged the AI industry to slow the pace of AI model development, with a three-step plan to reduce how quickly models get better without “sacrificing commercial advantage or the United States’ lead in AI.”

Those calls for a slowdown are somewhat of a “head scratcher” for the sector, to which the market has reacted “pretty resoundingly,” Dan Ives, partner and senior managing director at Yorkville Ives told CNBC earlier today.

“You need guardrails from a safety perspective, but the fact for Anthropic and OpenAI to slow down, if they slowed down, China would just accelerate and win, and I think that’s part of this quagmire that you’re seeing is that there’s some regulatory capture going on. There’s definitely a game of poker, but for Anthropic, they got to continue to put foot on the pedal.”

Ives added that while guardrails are essential, regulation could stifle innovation. That continues to be the “biggest concern within the U.S., which is why we’re in an F1 race,” he said.

Technologies

U.S. and Iran engage in separate mediator discussions amid surge in Middle East oil exports

U.S. and Iranian officials held separate indirect talks mediated by Qatar as Middle East crude exports neared wartime highs, while Tehran awaits a U.S. response to its cease‑fire and sanctions‑relief proposal.

On Monday, American and Iranian representatives engaged in distinct indirect negotiations mediated by third parties, aiming to halt seven months of hostilities while Iran awaits Washington’s reply to an updated cease‑fire proposal and Middle Eastern oil shipments reach wartime peaks.

Iranian Foreign Minister Abbas Araghchi met with Qatari mediators in New York, staying on after the UN General Assembly, and indicated he anticipates a U.S. response by Tuesday. “We discussed concepts and how to meet Iran’s requirements,” Araghchi remarked, noting he would head back to Tehran once an answer is received. “When the Qataris have a reply, they know how to deliver it to us.”

The Iranian plan, initially unveiled during the sidelines of last week’s UN General Assembly, asks the United States to unfreeze Iranian assets, remove oil sanctions and lift the naval blockade of Iranian ports within four to five days, and to commence nuclear negotiations within a week. Tehran links any resumption of traffic through the Strait of Hormuz to the fulfillment of those conditions.

On Sunday, President Donald Trump dismissed the proposal as “unacceptable,” asserting that Iran seeks a rapid agreement due to economic strain. Speaking at the White House on Monday, Trump noted that U.S. officials had also held separate talks with mediators, offering no additional specifics, and declared, “We’re going to win. It’s going to happen fast.”

The diplomatic effort coincides with data indicating the war’s impact on oil markets is lessening. Middle Eastern crude exports have risen this month to near their highest point since the conflict started in February, according to Kpler. The firm noted in a Monday briefing that exports are “just under 80% of pre‑conflict levels.”

The Strait of Hormuz remains far from usual activity. Kpler’s real‑time monitoring recorded a flow of 10,591 kilobarrels per day through the strait on Saturday, compared with a prewar baseline of 17,133 kilobarrels per day.

The ongoing impasse is influencing U.S. fuel markets, where retail diesel prices linger close to a record $6.53 per gallon. The Trump administration is reconsidering an export ban, having recently distanced itself from an earlier iteration of the idea; Kpler estimates such a ban would retain about 1.2 million barrels per day domestically, potentially straining storage capacity.

Technologies

Saudi Red Sea export rebound pushes oil prices down

Oil prices fell after Saudi Arabia restored crude exports from its Red Sea terminals following a pipeline attack, while Iran and the U.S. continue talks over the Strait of Hormuz.

Oil prices fell on Tuesday as Saudi Arabia’s crude exports from its Red Sea ports recovered from an attack on a key pipeline earlier this month. The decline reflects renewed flow from major loading points.

Satellite imagery confirmed a “major operational recovery” at the Yanbu and Muajjiz terminals, according to a Kpler note released on Tuesday. The data shows that 12.5 million barrels were loaded onto nine tankers at Yanbu between Saturday and Monday, restoring activity after a drone strike disrupted the East‑West pipeline earlier in the month.

Riyadh has brought the pipeline’s throughput back to roughly 3.5 million barrels per day, people familiar with the matter told The Wall Street Journal and Bloomberg News on Monday. The line’s maximum capacity is 7 million bpd, indicating that the current flow is about half of its peak.

Meanwhile, U.S. and Iranian officials spoke with mediators on Monday as they attempt anew to negotiate a deal to end the seven‑month conflict. Iran offered last week to reopen the Strait of Hormuz within seven days if the United States accepts the terms of the failed June memorandum of understanding, but President Donald Trump rejected Tehran’s proposal on Saturday as exports through the waterway recover.

Oil flows through Hormuz have averaged 13.2 million barrels per day over the past week, according to Kpler data—about 77 % of the 17 million bpd that moved through the strait before the U.S.–Iran war. The U.S. military continues to protect tankers from Gulf allies and maintains a blockade on Iranian exports.