YouTube: recommendations, autoplay & creator trust
Audits of the recommendation system, changes to autoplay and recommendations, policy enforcement reports, and YouTube's responses. Ad revenue tracked from Alphabet's 10-K.
Where the evidence comes from. Peer-reviewed audits of recommendations, YouTube policy and transparency reports, Alphabet 10-K. This topic is labeled Research by default; each story carries its own label.
Design lever. Recommendation depth and creator attachment. Claims about how a design affects people appear only with a study or a regulator finding behind them.
Stories
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On file
| Date | Type | What the record says |
|---|---|---|
| Nov 3, 2026 | News headline | Social Samosa headline: "Facebook updates Creator Assistant with proactive alerts, content support & comment replies" source |
| Nov 3, 2026 | News headline | Yahoo headline: "Can Instagram Really Take on YouTube?" source |
| Nov 3, 2026 | News headline | NBC News headline: "TikTok creator makes an interactive website for midterm elections" source |
| Nov 3, 2026 | News headline | WeRSM headline: "TikTok WTA Deal Pushes Creator-Led Sports Content" source |
| Nov 3, 2026 | News headline | https://103weup.com/ headline: "Popular TikTok Creator Marcel Johnson Reportedly Passed Away" source |
| Nov 3, 2026 | News headline | Nerdbot headline: "Best AI Video Generators for TikTok and YouTube Shorts in 2026" source |
| Nov 3, 2026 | News headline | NASA (.gov) headline: "NASA Astronaut, STEM Creator Connect with Students for STEM Day" source |
| Nov 3, 2026 | News headline | Mashable headline: "DeepSeek Harness' new Creator Mode creates plugins from prompts" source |
| Nov 3, 2026 | News headline | MusicRow.com headline: "Zach Top Premieres Red Rocks Concert Film At Tennessee Drive-In During First-Ever YouTube Live" source |
| Nov 3, 2026 | News headline | blog.youtube headline: "Experience Daddy Yankee’s new album La Postal on YouTube" source |
| Nov 3, 2026 | News headline | Android Authority headline: "YouTube's dreaded Server Error 400 is back to haunt Android users" source |
| Nov 3, 2026 | News headline | Variety headline: "Tristan Thompson Boards Jason Zada’s Bitcoin Creator Movie ‘Satoshi’ as Producer (EXCLUSIVE)" source |
| Nov 3, 2026 | News headline | Deadline headline: "The Dazey Phase Boards ‘Americanish’ Creator-Star Aizzah Fatima’s New Movie ‘Miss Christian Babe’" source |
| Nov 3, 2026 | News headline | Milwaukee Record headline: "Enjoy some Milwaukee Mitchell International Airport planespotting via live YouTube stream" source |
| Nov 3, 2026 | News headline | Anayasa.gov.tr headline: "( YOUTUBE LIVE ) Aston Villa vs Barcelona Live Free Soccer Match Event" source |
| Nov 3, 2026 | News headline | Fox News headline: "Zach Bryan's cover of Ian Noe's 'Kentucky Hurricane' with a choir goes viral on YouTube" source |
| Nov 3, 2026 | News headline | Berks Community Television headline: "Local Content Creator Najee Smith | Connecting the Dots to Success" source |
| Nov 3, 2026 | News headline | Neowin headline: "More YouTube creators can now use AI to replace copyrighted songs" source |
| Nov 3, 2026 | News headline | blog.youtube headline: "New accessibility tags come to YouTube Playables" source |
| Nov 3, 2026 | News headline | Anayasa.gov.tr headline: "[YOUTUBE-LIVE]! Barcelona vs Aston Villa Live Free TV" source |
| Nov 3, 2026 | News headline | Anayasa.gov.tr headline: "( YOUTUBE LIVE ) Barcelona vs Aston Villa match LIVE" source |
| Nov 3, 2026 | News headline | Seeking Alpha headline: "Goldman raises Sirius XM PT, citing YouTube and spectrum value (SIRI:NASDAQ)" source |
| Nov 3, 2026 | News headline | Anayasa.gov.tr headline: "( YOUTUBE LIVE ) Manchester United vs Roma Live HD TV" source |
| Nov 3, 2026 | News headline | Rock Paper Shotgun headline: "I'm sad that the Like A Dragon creator's new studio is closing, but I wish their now-cancelled debut Gang of Dragon wasn't just LAD again" source |
| Nov 3, 2026 | News headline | Anayasa.gov.tr headline: "( YOUTUBE LIVE ) Mamelodi Sundowns vs Golden Arrows LIVE" source |