cloudai-x/x-algo-skills
5 skills60 installs55 starsGitHub
Install
npx skills add https://github.com/cloudai-x/x-algo-skillsSkills in this repo
1X Algo EngagementDocuments the 18 engagement action types plus continuous metrics the X algorithm tracks via the PhoenixScores struct, including positive, metric, and negative signals. A developer or growth analyst uses it when analyzing engagement metrics and action predictions.15installs2X Algo MlDescribes Phoenix, X's transformer-based recommendation system, detailing the two-tower retrieval stage that narrows millions of candidates and the transformer ranking stage. A developer uses it when asking how X's embeddings, transformers, and predictions work.12installs3X Algo FiltersDocuments the X feed's 12 filters (age, seen/served, dedup, blocked/muted, muted keywords, safety, and more) with their source files. A developer or growth analyst uses it to diagnose why a post was removed or not shown in recommendations.11installs4X Algo PipelineGives an overview of the X algorithm's 8-stage pipeline, from query and candidate hydration to source retrieval, pre-score filtering, and ML scoring. A developer or growth analyst uses it to understand end-to-end how posts are ranked.11installs5X Algo ScoringDocuments the X weighted-score formula that sums weighted probabilities of 18 user actions from the WeightedScorer to rank feed posts. A developer or growth analyst uses it to understand post ranking, score weights, and why one post outranks another.11installs