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 © 2025 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

Teasy Agency Launches Marketing Firm

Teasy Agency has officially launched Teasy Marketing firm.

Ofcom Investigates More Sites in Wake of AV Traffic Shifts

U.K. media regulator Ofcom has launched investigations into 20 more adult sites as part of its age assurance enforcement program under the Online Safety Act.

MintStars Launches Debit Card for Creators

MintStars has launched its MintStars Creator Card, powered by Payy.

xHamster Settles Texas AV Lawsuit, Pays $120,000

Hammy Media, parent company of xHamster, has settled a lawsuit brought by the state of Texas over alleged noncompliance with the state’s age verification law, agreeing to pay a $120,000 penalty.

RevealMe Joins Pineapple Support as Partner-Level Sponsor

RevealMe has joined the ranks of over 70 adult businesses and organizations committing funds and resources to Pineapple Support.

OnlyFans Institutes Criminal Background Checks for US Creators

OnlyFans will screen creators in the United States for criminal convictions, CEO Keily Blair has announced in a post on LinkedIn.

Pineapple Support to Host 'Healthier Relationships' Support Group

Pineapple Support is hosting a free online support group on enhancing connection and personal growth.

Strike 3 Rejects Meta 'Personal Use' Defense in AI Suit

Vixen Media Group owner Strike 3 Holdings this week responded to Facebook parent company Meta’s motion to dismiss Strike 3’s suit accusing Meta of pirating VMG content to train its artificial intelligence models.

Pornhub, Stripchat: VLOP Designation Based on Flawed Data

In separate cases, attorneys for Pornhub and Stripchat this week told the EU’s General Court that the European Commission relied on unreliable data when it classified the sites as “very large online platforms” (VLOPs) under the EU’s Digital Services Act, news organization MLex reports.

New Age Verification Service 'AgeWallet' Launches

Tech company Brady Mills Agency has officially launched its subscription-based age verification solution, AgeWallet.

Show More