Labeling AI-generated Videos on YouTube

The headline reads "YouTube will now automatically label AI videos." But the question is HOW will they do that?

Via YouTube's blog, we find that since 2024, they have been labeling content when creators disclose they've used AI tools. 

"Starting in May 2026, we’re rolling out new internal signals to help identify AI-generated content. If a creator doesn’t specify whether or not they used AI, but our systems detect significant photorealistic AI use, we will now automatically apply a label. As this technology continues to improve, creators remain in control. If a creator thinks their content was incorrectly identified as AI-generated, they can update the disclosure status in YouTube Studio. 
However, disclosures will remain permanent in a handful of cases, including: 
Content created using YouTube’s own AI tools, like Veo or Dream Screen. 
Content containing C2PA metadata indicating they were fully generative AI.
These changes are designed to balance transparency with creator control. It’s important to note that a disclosure label alone does not change how a video is recommended or whether it’s eligible to earn money."

In addition to its policing of AI content, the company has been investing in AI for things like its interactive search featureAsk YouTube, a playlist generator for YouTube Music, AI video summaries, and other generative AI creation tools.

 

Of course, there is a YouTube video about this.

Why Space-Based Solar Power Sounds Like Science Fiction

I wrote last week about plans to harvest solar power from space for places like data centers. If it sounds like science fiction, that might be because it was first imagined in a 1941 short story, "Reason," by Isaac Asimov. (see below)

It was formally proposed by engineer Peter Glasser in 1968, a space pioneer who introduced the idea of using satellites to beam solar energy from space down to Earth. Over the decades, what Glaser envisioned has been known by many names — space-based solar power (SBSP), solar-power satellites or satellite power system (SPS), as well as satellite solar-power system (SSPS). Glaser's contributions to space science and technology were not limited to the solar-power satellite concept. He also worked on NASA's Apollo moon missions and headed an experiment that flew aboard the space shuttle Columbia in 1986.

But solar power from space beamed to Earth has remained mostly theoretical due to cost and complexity.

Solar Power From Space

solar power from space

NASA, Public domain, via Wikimedia Commons

Data centers need power. A lot of power. People don't want data centers in their neighborhoods. Where will it come from? From space?

Meta announced a deal with startup Overview Energy to purchase solar power collected by satellite and beamed back to Earth.

It is an experimental approach that could power data centers at night. Unlike traditional solar power, which relies on storing daylight, space-based solar power aims to deliver continuous energy.

Overview Energy plans to deploy satellites over 22,000 miles from Earth's equator, where they would collect and transmit infrared energy to solar panels. A test is scheduled for 2028, with a commercial rollout in 2030. Meta is seeking up to 1 gigawatt of power from the project, underscoring its energy needs for AI.

It sounds a bit wishful thinking if you look at the numbers. In 2024, Meta's data centers consumed 18,000 times the electricity that this deal would deliver in a single hour. 

Space-based solar power (SBSP) involves harvesting solar energy in orbit and beaming it to Earth, providing 24/7 clean energy unaffected by weather, nighttime, or atmospheric filtering. There are challanges: high launch costs, complex orbital assembly of massive structures, and wireless energy transfer. 

The Enrollment Cliff

Education scholars talk about an “enrollment cliff,” and it stems from a simple demographic fact: after reaching a peak in 2007, the number of babies born annually in America generally declined for more than a decade.

During the next decade, there will be a steady drop in the number of this nation’s 18-year-olds, which will almost certainly lead to a spike in college closures and mergers throughout the country, not only at small private schools with less-than-élite academic reputations but also at large regional public schools.

“If my kid does want to attend college in 2035, how many schools will she actually have to choose from?” Jay Caspian Kang asks in this article on The New Yorker https://newyorkermag.visitlink.me/8QmCvL