video
video on Beyond Market Intelligence: a running collection of 9 stories we have gathered and hand-picked because they are worth your time. Every post here touches on video in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around video, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
I scraped 5.94 billion TikTok videos and 3.23 billion profiles in 3 weeks. Uploaded full dataset to Hugging Face for free. Step by step tutorial and code below. [P]
A significant advancement in accessible data research has arrived. A developer has released a comprehensive dataset of 5.94 billion TikTok videos and 3.23 billion profiles, collected over three weeks and now freely available on Hugging Face. This unprecedented scale of data, alongside associated code and a detailed write-up, offers researchers a unique opportunity to explore TikTok’s ecosystem. For those interested in alternative machine learning approaches, consider “Deepity,” a C++ library demonstrating Predictive Coding Networks’ capabilities. Explore the full dataset and resources here: [https://huggingface.co/datasets/kuben-developer/tiktok-videos-4b](https://hugging

Clipto uses AI to search terabytes of video and is now valued at $250M
Clipto, a three-year-old startup, has rapidly ascended to a $250 million valuation by leveraging AI to efficiently search terabytes of video. Achieving $15 million in ARR and profitability prior to its latest $15 million funding round demonstrates a clear path to sustainable growth. This innovative approach addresses a significant need in a rapidly expanding market. For further insights into leadership transitions and product-focused strategies, explore our article, "Tim Cook’s parting message: Apple is in the hands of a product builder."

Bluesky now lets you upload 10-minute long videos
Bluesky just significantly expanded its media capabilities, now supporting video uploads up to 10 minutes in length. This update isn't just about duration; it also incorporates faster upload speeds for a smoother user experience. Bluesky continues to evolve, addressing recent challenges like the DDoS attack that impacted service earlier this year. Discover how this enhanced functionality positions Bluesky as a compelling alternative in the social media landscape – a space where platforms like Reddit are also exploring new audio and video formats.

Apple’s new macOS update reportedly contains a video of AirPods with a camera
A recently discovered video within macOS Tahoe’s release candidate has sparked considerable discussion: it depicts a user wearing AirPods and interacting with Siri while looking at a book, seemingly showcasing a camera feature. While the functionality remains unconfirmed by Apple, the leak raises immediate questions about privacy and potential applications of AI-enhanced wearables. Concerns about data security are valid, but as explored in our article, "Why Apple’s camera-equipped AirPods may not be the ‘pervert pods’ consumers fear," potential privacy safeguards could mitigate some anxieties.

Reddit begins testing a new audio and video experience, similar to popular TikTok videos
Reddit is evolving, beginning tests of an immersive audio and video experience for its popular posts. Users can now explore content through watching or listening, expanding beyond the traditional reading format. This shift reflects a move toward more dynamic content consumption within the platform. It’s a notable development as other platforms integrate similar features. For those tracking broader AI-driven shifts in information access, the recent challenges Feedly experienced with its AI pivot offer a relevant perspective.
![Improved compression of Bad Apple into a Neural Network [P]](https://preview.redd.it/op3rm5z65xhh1.png?width=640&crop=smart&auto=webp&s=eaf28da20b946a5af59dbee34cfbea020bb98608)
Improved compression of Bad Apple into a Neural Network [P]
Recent experimentation with SIREN networks has yielded significant improvements in compressing the "Bad Apple" video. By employing a novel batch generation technique that incorporates pixels across the entire video, we’ve achieved a more faithful reproduction while maintaining the original model architecture—4 x 512 wide sine layers totaling 792,257 parameters. While a full framerate version proved challenging due to increased temporal data demands, the low-rate version demonstrates compelling compression capabilities. This reimplementation, built using GPT5.

How precise are polls really, a Pew explainer on margin of error
Polls offer a snapshot of public opinion, but how precise are they really? Pew Research Center’s explainer clarifies the crucial concept of margin of error, revealing how it impacts the reliability of survey results. Understanding this statistical measure is essential for interpreting poll findings accurately and discerning meaningful trends from random variation. Explore the nuances of polling precision and learn how to critically evaluate data—a skill vital in today's information landscape. For further reflections on navigating complex data, see "Reflections on Airbnb."

Reddit is testing a new way to watch — and listen to — its viral posts
Reddit is evolving its platform to meet the demands of a rapidly changing digital landscape. Testing a new video experience, Reddit now allows users to watch—or simply listen to—viral posts, drawing inspiration from the engaging format popularized by TikTok. This innovative approach aims to enhance content consumption and accessibility, potentially transforming how users interact with the platform’s diverse community. CEO Steve Huffman anticipates testing beginning later this year, signaling a future-focused shift for Reddit.

AI and the rise of the universal entertainment app
The entertainment landscape is rapidly evolving. For years, streaming services carved out dominance in specific formats—music, video, podcasts—but AI is dissolving those boundaries. Now, platforms like Spotify, Netflix, YouTube, and TikTok are converging into universal entertainment apps, leveraging AI to seamlessly create, organize, and recommend content. This shift empowers users to access everything they need in one destination. As AI continues to reshape workflows, consider how tools like Buzz, a group chat platform for teams and their AI agents, are also evolving the workplace.