YouTube’s AI Is Ready to Customize Your Scrolling


AI is coming for your YouTube feed algorithm, if you want it.

The platform announced a new feature this week that can create a personalized feed based on a prompt describing your interests. In its announcement, YouTube suggests prompts like unwinding after work with 10-minute guided meditations or something different from your usual interests. And you can save your prompt as a pin at the top of your Home page to revisit it. 

YouTube unveiled the new feature on Wednesday, along with a few new AI updates, including automatic AI detection and clear labels for AI-generated content. The AI customized feed feature is available now and rolling out to US viewers signed in on the YouTube mobile or desktop app. It’s unclear if or when the feature will be available internationally or on TV apps. A representative for YouTube did not immediately respond to a request for comment. 

Read more: Google I/O 2026 Recap: Everything Announced

How YouTube’s new AI feature works

AI Atlas

Here’s how it works: You’ll tap the “Your custom feed” chip on the Home page and enter a prompt that describes the video you’re looking for. You can also choose from YouTube’s suggested prompts for a custom feed. YouTube says you can edit the prompt at any time.

To enable the feature, you’ll need to turn your search and watch history on in your account settings. Google recommends using the Help Center if you have trouble using the feature. YouTube hasn’t shared what data will be used to generate the feed or if it will be saved. 

YouTube is rolling out other AI features that could shape your experience. Google’s ‘Ask YouTube’ is a search feature that will find the exact part of a video that answers your question. 

The trouble with content creation and AI

The big question is what YouTube’s new AI feature will mean for content creators. We’re unsure how the tool will interpret prompts — whether it’s based on your watch history or keywords. Will it focus on videos that are already popular? And will it focus on newer creators or those with high view counts? 

AI features are appearing more and more in search engine results, and publishers and creators of content are often seeing their traffic drop as a result. Will a similar outcome happen on YouTube? We’ll have to wait and see. 

Watch this: ‘Ask YouTube’ AI, the Apple Watch Legal Win and Social Media Scams | Tech Today





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Digital Evidence Has Reshaped Criminal Defense – and the Defense Bar Is Still Catching Up

A decade ago, a felony case file might have run to a few hundred pages of police reports, witness statements, and lab results. Today, that same case can include a full cell phone extraction, hours of body-worn camera footage, surveillance video from multiple cameras, social media exports, license-plate-reader hits, and digital forensic reports running thousands of pages. The substantive law has not changed nearly as fast as the evidence it operates on.

For criminal defense practitioners, the shift is not just about volume. It is about how cases are investigated, how discovery is reviewed, how plea calculations are made, and how trials are tried. A defense lawyer who treats digital evidence as an afterthought — to be skimmed close to trial, with the cell phone dump opened only if something obvious surfaces — is no longer providing competent representation in most serious cases.

The Volume Problem

Modern law enforcement investigations generate digital evidence at a scale that traditional defense workflows were never designed to handle.

A single cell phone extraction using forensic tools commonly used by prosecutors can produce a report tens of thousands of pages long. Multiply that across co-defendants. Add cloud account data subpoenaed from providers. Add body-cam footage from every responding officer, often running an hour or more per officer per incident. Add interview recordings, surveillance video, ALPR records, and any wiretap or pen register data.

The defense lawyer’s obligation is to review all of it — or at least to review it competently enough to identify what matters. Doing that without a workflow is impossible. Cases get lost not because the exonerating evidence was hidden, but because it was buried in the third week of message history nobody had time to read.

The practical response involves a combination of technology and process: e-discovery review platforms scaled for criminal cases, paralegal-level review with defined search protocols, and clear allocation of which categories of evidence the attorney personally reviews versus which are screened first. Firms that handle digital-evidence-heavy cases without that infrastructure tend to discover, late in the process, that something important was missed.

Authentication and Chain of Custody Have Become Central

Volume is half the problem. The other half is that digital evidence is harder to authenticate than the physical evidence it has displaced.

A surveillance video recovered from a business has to be tied to a specific camera, on a specific system, with verified timestamps, with continuous custody from the moment of seizure to the moment of presentation. A cell phone extraction has to be tied to a specific device, performed using a documented forensic process, with hash values demonstrating that the data has not been altered. A social media export has to be authenticated either through the provider’s certification or through circumstantial evidence connecting the account to the defendant.

Each of these chains has potential breaks. Cameras get the wrong time. Forensic extractions get performed with outdated software. Social media accounts get used by people other than the registered user. Defense counsel who understands the technical underpinnings of how evidence was collected can identify gaps that opposing counsel may have assumed were settled.

Federal procedure in particular has evolved around these issues. Practitioners working in federal court should be familiar with the Federal Rules of Evidence governing authentication and the best-evidence rule, both of which apply to electronic records in ways that often surprise lawyers more accustomed to paper-era practice.

Discovery Obligations and the Brady Problem

The growth of digital evidence has also complicated the prosecution’s obligations under Brady and its progeny, which require disclosure of material exculpatory and impeachment evidence to the defense.

When the relevant evidence universe was a few hundred pages, prosecutors could reasonably review the file and identify Brady material. When the universe is a hundred thousand pages of cell phone data and dozens of hours of video, identifying what is exculpatory becomes a much harder problem — and not always a problem prosecutors solve well. Defense counsel cannot rely on the prosecution to flag what the defense will find useful. The defense has to find it themselves, which loops back to the volume problem.

Courts have been inconsistent in how they handle Brady obligations in the digital age. Some jurisdictions require prosecutors to provide searchable, organized productions; others permit document dumps that effectively shift the search burden to the defense. The practical implication is that defense lawyers in serious cases must budget significantly more time for discovery review than would have been required even a few years ago, and must do so on schedules that prosecutors and courts often have not adjusted to reflect the new reality.

How Digital Evidence Changes Plea Negotiations

Plea negotiations have always been driven by each side’s assessment of trial risk. Digital evidence has changed both sides of that calculation.

For the prosecution, video and digital records often appear to lock in factual elements that previously turned on witness credibility. A clear video of an alleged assault, or a series of incriminating messages, can shift a case from a battle of testimony into a battle of interpretation. Prosecutors evaluating cases with strong digital evidence often offer less, because they perceive their trial position as stronger.

For the defense, the same evidence frequently contains nuance that changes how a jury would actually receive it. Body-cam footage that the prosecution thinks is damning often shows context that supports the defense theory. Cell phone messages read in full rather than excerpted often tell a different story. The defense lawyer who has actually watched the video and read the messages — rather than relying on the prosecution’s characterization — is often in a meaningfully stronger negotiating position than the case file would initially suggest.

This is part of why pretrial preparation has become more decisive. The cases that resolve favorably are usually the cases where the defense did the digital evidence work early enough to see what was actually there, rather than what the police reports said was there. Resources from the California Courts and the State Bar of California outline the procedural framework within which this work has to happen, but the framework alone does not produce results — sustained attention to the evidence does.

What Effective Defense Looks Like Now

Competent criminal defense in 2026 looks different than it did even five years ago. The lawyers who get the best outcomes for clients tend to share a few characteristics: they take digital evidence seriously from intake forward, they have the infrastructure to review it at scale, they understand the technical questions well enough to challenge authentication where appropriate, and they treat plea calculations as something to be made after the evidence has been examined rather than after the police reports have been read.

For people facing serious charges in California, the practical implication is that the choice of counsel matters more, not less, in the digital evidence era. A firm like Angelo Reyes Law, built around trial-ready preparation rather than volume-driven plea processing, reflects what effective representation tends to look like in cases where the evidence record is large and where the difference between a good and a poor outcome turns on what defense counsel actually finds in the file.

The volume of evidence will keep growing. Defense practice has to keep up.



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