ai-benchmark/tests/summarization/techcrunch.com_2026_01_20_x-open-sources-its-algorithm-while-facing-a-transparency-fine-and-grok-controversies.txt
second_constantine 25e0a2a96a Remove "Лог файл" column from report
Remove the "Лог файл" (Log file) column from the report generation as it's no longer needed. This simplifies the report structure and removes unused functionality.
2026-01-26 22:40:44 +03:00

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In 2023, the website then known as Twitter partially open sourced its algorithm for the first time. In those days, Tesla billionaire Elon Musk had only recently acquired the platform, and he claimed to be on a mission to restructure the social media platform to make it more transparent. However, the algorithms code release was swiftly critiqued for being “transparency theater,” with critics noting that it was “incomplete,” and that it didnt reveal much about the inner workings of the organization, or why the code worked the way that it did. Now the site (rebranded as X) has open sourced its algorithm again, fulfilling a promise made by Musk last week. “We will make the new 𝕏 algorithm, including all code used to determine what organic and advertising posts are recommended to users, open source in 7 days,” hed said. Musk also promised to provide transparency into the algorithm every four weeks for the foreseeable future. In a post on GitHub on Tuesday, X provided an accessible write-up about its feed-generating code, along with a diagram of how the program works. What has been revealed isnt particularly earth-shattering — but it does provide a peek behind the algorithmic curtain. The diagram shows that, when sifting about for content to feed a particular user, the sites algorithm considers their engagement history (what posts theyve clicked on, etc.) and surveys recent in-network posts. It also conducts a machine-learning-based analysis of “out-of-network” posts — as in, content from accounts that the user doesnt necessarily follow — that it believes the user might also find appealing. Image Credits:Screenshot The algorithm then filters out certain kinds of posts, including ones that come from blocked accounts or that are associated with muted keywords, as well as content that has been deemed too violent or spam-like. The algorithm then ranks this content based on what it thinks the user will find most appealing. This process considers factors like relevance and content diversity so users dont just get a bunch of posts that are all alike. The algorithm also considers content according to the likelihood that the user will like it, reply to it, repost it, favorite it, or otherwise engage with it in some way. Image Credits:Screenshot This whole system is AI-based, according to X. The GitHub write-up released Tuesday notes that the system “relies entirely” on the companys “Grok-based transformer” to “learn relevance from user engagement sequences.” In other words, Grok is looking at what youre clicking and liking and feeding that information into the recommendation system. The write-up also notes that there is no “manual feature engineering for content relevance,” meaning humans dont manually adjust how the algorithm determines whats relevant. It adds that the automation “significantly reduces the complexity in our data pipelines and serving infrastructure.” Techcrunch event Disrupt 2026 Tickets: One-time offer Tickets are live! Save up to $680 while these rates last, and be among the first 500 registrants to get 50% off your +1 pass. TechCrunch Disrupt brings top leaders from Google Cloud, Netflix, Microsoft, Box, a16z, Hugging Face, and more to 250+ sessions designed to fuel growth and sharpen your edge. Connect with hundreds of innovative startups and join curated networking that drives deals, insights, and inspiration. Disrupt 2026 Tickets: One-time offer Tickets are live! Save up to $680 while these rates last, and be among the first 500 registrants to get 50% off your +1 pass. TechCrunch Disrupt brings top leaders from Google Cloud, Netflix, Microsoft, Box, a16z, Hugging Face, and more to 250+ sessions designed to fuel growth and sharpen your edge. Connect with hundreds of innovative startups and join curated networking that drives deals, insights, and inspiration. San Francisco | October 13-15, 2026 REGISTER NOW Why is X revealing all of this now? Its not totally clear. In the past, Musk has claimed that he wants to make the platform an exemplar of corporate transparency — a theme that continues to today. In 2023, when the Twitter algorithm was first revealed, Musk said that providing “code transparency” would be “incredibly embarrassing at first” but would ultimately “lead to rapid improvement in recommendation quality.” He added: “Most importantly, we hope to earn your trust.” With its first code open sourcing, the platform proclaimed a “new era of transparency” for Twitter. Though Musk has talked transparency, certain aspects of the platform have arguably grown less open since Musk took it over. When the tech billionaire bought Twitter in 2022, the site was notably forced to transition from a public company to a private one — an evolution that isnt typically synonymous with openness. While the site used to release multiple transparency reports a year, X didnt release its first transparency report until September of 2024. In December, X was also fined $140 million by European Union regulators who claimed that the site had violated “transparency obligations” under the Digital Services Act (DSA), and argued that the sites verification check mark system had made it more difficult for users to judge the authenticity of particular accounts. X has also been under pressure over the past month due to the ways in which its chatbot, Grok, have been used to create and distribute sexualized content. The California Attorney Generals office and congressional lawmakers have both scrutinized the platform in recent weeks, citing claims that Grok has been used to create naked images of women and minors. As a result, some may view this appeal to openness as just more theater.
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X (ранее Twitter) вновь открыла исходный код своего алгоритма, обещая регулярные обновления и повышая прозрачность. Алгоритм учитывает историю взаимодействия пользователя, релевантность контента и предпочтения, фильтруя нежелательный контент. Решение вызвало неоднозначную реакцию, поскольку ранее подобные инициативы были названы "театральной прозрачностью".