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

UK Lawmaker Calls for Ban on Choking in Online Adult Content

British lawmaker Jessica Asato stated in an interview aired on Sunday that she plans to ask Parliament to outlaw online adult content featuring the act of choking.

Feet4Cash Joins Pineapple Support as Sponsor

Feet4Cash has joined the ranks of over 70 adult businesses and organizations committing funds and resources to Pineapple Support.

VPN Usage Surges in France After Aylo Restricts Access to Pornhub

France has experienced a surge in virtual private network (VPN) signups after Aylo, which operates Pornhub, Redtube and YouPorn, cut off access to those sites in the country in the wake of new age verification regulations, business news site MENAFN is reporting.

New Creator Directory 'TrustyFans' Launches

TrustyFans, a newly launched directory designed to help fans discover their favorite creators, is now live.

Corey Silverstein to Host Webinar on 'SCOTUS Age Verification Ruling'

Where Does Age Verification Go From Here," to livestream July 10 at 4 p.m. (EDT).

FSC Publishes Guidance on Google Analytics Lawsuits

The Free Speech Coalition (FSC) has published guidance on how adult websites can protect themselves in the wake of several consumer class action lawsuits filed against sites for using Google Analytics.

BranditScan, CreatorTraffic Partner for 'Creators & Agencies' Initiative

BranditScan and advertising network CreatorTraffic have partnered for an initiative to help creators and agencies generate traffic and protect their content.

Teasy Agency Joins Pineapple Support as Supporter-Level Sponsor

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

Aylo, Pineapple Support Partner for Mental Health Video Series

Aylo has teamed up with Pineapple Support to create a safety video series aimed at educating performers and creators about mental health.

Ofcom Investigates FTV Sites for Possible AV Noncompliance

U.K. media regulator Ofcom is investigating First Time Videos, which operates the sites FTVGirls.com and FTVMilfs.com, for possible failure to comply with age assurance requirements under the Online Safety Act.

Show More