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

Platform Pulse: Inside the Technology and Trends Powering the Direct-to-fan Economy

For a brief, glittering moment, the fan-platform boom felt like a modern-day gold rush. The premise seemed simple: Open an account, post some tantalizing content and watch the subscriptions roll in. OnlyFans became a household name, "selling feet pics" became a cultural punchline and creators poured into the market hoping to claim their share of the action.

FSC Sets Dates, Qualifiers for December Board of Directors Election

The Free Speech Coalition (FSC) has published dates and qualifiers for its upcoming board of directors election.

Aylo Wins Preliminary Injunction Against Utah AV Law's VPN Rule

A federal court on Thursday issued a preliminary injunction preventing the state of Utah from enforcing a legal provision that would make adult websites liable if minors in the state circumvent geolocation efforts in order to bypass age verification.

Ofcom Investigates Pornhub's Device-Based UK Age Checks

U.K. media regulator Ofcom has opened an investigation to determine whether Pornhub parent company Aylo’s use of device-based age verification complies with the U.K.’s Online Safety Act.

'Studio Vanniall' Launches Through PAYSITE

Vanniall's official website StudioVanniall.com has launched through PAYSITE.

France Weighs Ban on Purchase of 'Remote' Sexual Services

The French National Assembly is considering a proposal to criminalize the purchase, and/or facilitation by online platforms, of sexual services performed remotely by streamers and custom content creators.

YourVids Launches Customizable Subscription Feature for Creators

YourVids has rolled out YourFans, a service that allows creators to design customizable subscription tiers, from which they receive 100% of the revenue.

Jennifer White Launches Official Site, Debuts 1st Release

Reigning XMAs Female Performer of the Year Jennifer White has launched her new website, JenniferWhite.com, and announced the upcoming release of the first feature-length title from her new production company.

Adult Game Fest Announces Nominees for Inaugural Awards Show

Organizers of the inaugural Adult Game Fest virtual trade show have announced the nominees for their inaugural awards ceremony, taking place Saturday, Sept. 26, at 5 p.m. (PDT).

Byborg Enterprises Joins Pineapple Support as Sponsor

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

Show More