I recently interviewed David Ronca, who you probably know from his work at Meta and Netflix, but who’s now running his own company, RoncaTech. We discussed the upcoming release of VCAT (Video Codec Acid Test), a tool that benchmarks video playback performance on Android devices. By way of background, I reviewed an earlier version of VCAT for Streaming Media Magazine. …
Read More »AI Scraping and Publisher Revenue: The Great Content Robbery
More than 80 media executives met in New York last week under the IAB Tech Lab banner to address unauthorized AI content scraping, which enables AI companies to harvest publisher content for model training without compensation. While Google and Meta participated, the AI companies most implicated, OpenAI, Anthropic, and Perplexity, declined to attend. The industry’s response centers on the LLM …
Read More »Netflix’s Live Platform: What Streaming Engineers Can Learn — and What They Can’t
Three years ago, Netflix asked a deceptively simple question: What would it take to stream live events with the same quality, scale, and reliability as our on-demand catalog? What followed wasn’t a moonshot. It was a methodical, multi-year buildout that turned Netflix into a serious live platform that now supports everything from comedy specials and NFL games to record-setting boxing …
Read More »Ozer Launches New Course Entitled Streaming Monetization 101
I just launched Streaming Monetization 101, a 50+ lesson, roughly seven-hour course created in partnership with the Streaming Video Technology Alliance (SVTA). It’s available now through SVTA University for $399. The course provides new hires in streaming services and the companies that support them with a comprehensive, real-world understanding of how platforms generate and grow revenue. It covers the business …
Read More »Real-Time Feature Coding for Machines: Inside the New MPEG Standard
On July 3, I spoke with Hari Kalva and Velibor Adzic from Florida Atlantic University about Feature Coding for Machines (FCM), a new MPEG standard being developed for machine-to-machine video applications. You can watch the full interview on YouTube and it’s embedded below. This blog presents that conversation in a lecture-style format. It follows the slides shown during the session …
Read More »AI Video Compression Standards: Who’s Doing What and When
AI video compression standards have moved from the research lab to the standards committee. This post summarizes the current status of formal standardization efforts as of July 2025, the groups driving them, and the anticipated timeline for real-world deployment. If you’re wondering whether the next generation of video codecs will be AI-native or just AI-enhanced, this should give you a …
Read More »Tuning Up Your H.264 and HEVC Streams
Dan Rayburn recently published the video and slides from my NAB Streaming Summit session, where I walked through real-world techniques to optimize x264 and x265 for quality and efficiency. No AI, no codecs from 2030, just practical optimizations that work today. If You’re Still Encoding with x264 and x265—Good You don’t need to jump to AV1 or VVC to get …
Read More »First-Party Data: The “Panacea” for a Cookie-less World? Is Consent Its Achilles’ Heel?
As third-party cookies fade into digital history, first-party data has risen to the top of every marketer’s wish list. Touted as the ultimate solution for targeting, personalization, and measurement in a privacy-centric era, first-party data is often positioned as the “panacea” for the challenges left in the wake of cookie deprecation. But beneath the optimism lies a hard truth: first-party …
Read More »Deep Render AI Codec in Action: FFmpeg Encoding and VLC Playback Demo
I recently tested the Deep Render AI codec and issued a report, which you can read here. The bottom line was that in the tested low-latency use case, the Deep Render AI codec substantially outperformed SVT-AV1 quality-wise and was only slightly behind VVenC. While the codec lacks features like bitrate control that are necessary for most deployments, it offers outstanding integration …
Read More »AV1 vs. VVC Mobile Playback: A Quick and Dirty Test
Streaming Media recently published my article on VVC and AV1, Software Decoding and the Future of Mobile Video. An honest evaluation of the article might observe that while the quality comparisons between SVT-AV1 and VVenC were relatively complete, the article didn’t share any mobile playback performance data. That’s because I couldn’t find any VVC players for testing on either mobile platform. …
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