Video: 'Pensieve' AI Tackles Video Rebuffering

Video: 'Pensieve' AI Tackles Video Rebuffering

LOS ANGELES — Whether it’s a cam, free, pay, tube or VOD site, online adult entertainment today relies on streaming video content and other media in demand by consumers. Unfortunately, frame buffering and other limited-bandwidth-related problems hamper viewing, especially on low-speed mobile and other connections.

This situation may be about to change, however, with a new initiative from MIT’s Computer Science and Artificial Intelligence Lab (CSAIL) and an elite team helmed by professor Mohammad Alizadeh, which is developing an AI system known as “Pensieve,” designed to optimize video stream algorithms on the fly to deliver the  best playback possible.

“Studies show that users abandon video sessions if the quality is too low, leading to major losses in ad revenue for content providers,” says Alizadeh, noting that “Sites constantly have to be looking for new ways to innovate.”

Pensieve reportedly provides a superior solution to current technologies, such as adaptive bitrate (ABR), which balances quality and speed, but also pixelates videos while attempting to maintain a reasonable level of playback quality, by analyzing real-time network conditions to select the best quality settings — a method that minimizes drawbacks seen in other approaches.

In recent testing, Pensieve’s neural network has shown its ability to reduce rebuffering by up to 30 percent while boosting quality up to 25 percent — with significant room for further improvement and applicability to bandwidth-intensive virtual reality streams.

“The bitrates you need for 4K-quality VR can easily top hundreds of megabits per second, which today’s networks simply can’t support,” Alizadeh adds. “We’re excited to see what systems like Pensieve can do for things like VR. This is really just the first step in seeing what we can do.”

Pensieve is set for an Open Source release, making it available to users at all ends of the spectrum.

For more information, click here.

Related:  

Copyright © 2026 Adnet Media. All Rights Reserved. XBIZ is a trademark of Adnet Media.
Reproduction in whole or in part in any form or medium without express written permission is prohibited.

More News

Aylo Moves to Settle Two 'Children of Pornhub' Class-Action Lawsuits

Aylo has agreed to terms for a settlement with the plaintiffs in two long-running class actions over allegations that former Pornhub parent company MindGeek knowingly allowed and profited from CSAM on its sites.

Tigerlilly Launches 'SugarCoatedSweethearts' Through PAYSITE

Tigerlilly has launched SugarCoatedSweethearts.com through PAYSITE.

ASACP Marks 30-Year Anniversary

ASACP is celebrating 30 years of operation, during which it has received over 1.3 million reports from web admins and the public about suspected child pornography.

AEBN Announces Isiah Maxwell as Top Male Boy/Girl Performer for Summer 2026

AEBN has revealed its top 10 male Boy/Girl performers for summer 2026, with Isiah Maxwell landing atop the leaderboard.

JMan Launches AI Companion Solution for Adult Websites

Online industry veteran JMan has launched Orkestrait, an AI companion solution designed specifically for adult websites.

Johnny Sins Launches 'Fangate' Platform for Account-Free Content Sales

Johnny Sins has officially launched Fangate, a platform that allows creators to sell content directly to fans without requiring a user account or subscription.

TSBlondieNYC Launches Official Website Through PAYSITE

TSBlondieNYC has launched an official website through PAYSITE.

Creator and Sexual Wellness Brand Marketplace Platform 'Teasr' Launches

Teasr, an online marketplace for creators and sexual wellness brands that focuses on live-selling and video product demonstrations, has officially launched.

JulModels Launches Paysite Content Royalty Program for Performers

JulModels has introduced JulRoyalty, a feature that allows performers and creators to earn royalties from their existing scenes and clips.

FSC Hails Members, Allies in SCREEN Act Victory

The Free Speech Coalition (FSC) released a statement today praising its members and allies after a successful lobbying effort to prevent the SCREEN Act, a nationwide age verification bill, from advancing out of the Commerce Committee for a full vote on the Senate floor.

Show More