# Сопутствующие статьи по теме Prediction

Новостной центр HTX предлагает последние статьи и углубленный анализ по "Prediction", охватывающие рыночные тренды, новости проектов, развитие технологий и политику регулирования в криптоиндустрии.

From "Manual Rules" to "AI Mind Reading": X's New Algorithm Reshapes the Information Flow, More Accurate and More Dangerous

Elon Musk's X (formerly Twitter) has transitioned from a recommendation system based on "manually stacked rules and heuristic algorithms" to one that relies entirely on a large AI model to predict user preferences. The new algorithm, For You," mixes content from accounts a user follows with posts from across the platform that the AI believes the user will like. The process begins by building a user profile based on historical interactions (likes, retweets, dwell time) and user features (following list, preferences). The system then gathers candidate posts from two sources: the user's direct network ("Thunder") and a broader network of potentially interesting content from strangers ("Phoenix"). After data hydration and an initial filtering step to remove duplicates, old posts, or content from blacklisted authors, the core scoring process begins. A Transformer model (Phoenix Grok) predicts the probability of a user taking various positive actions (like, retweet, reply, click) or negative ones (block, mute, report) on each post. A final score is calculated by weighting these probabilities. An Author Diversity Scorer is then applied to reduce the visibility of multiple posts from the same author in a single batch. The highest-scoring posts undergo a final filter to remove policy-violating content and remove duplicates from the same thread before being sorted into the user's feed. The shift represents a move from "telling the machine what to do" to "letting the machine learn what to do." While this can lead to more accurate recommendations and a fairer system that breaks the monopoly of large accounts, it also risks deepening users' "information cocoons" and making them more susceptible to targeted emotional content.

比推01/20 13:38

From "Manual Rules" to "AI Mind Reading": X's New Algorithm Reshapes the Information Flow, More Accurate and More Dangerous

比推01/20 13:38

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