x-algo-pipeline
X Algorithm Pipeline
The X recommendation algorithm processes posts through an 8-stage pipeline to generate the "For You" feed. Each stage transforms, filters, or scores the candidate posts.
Pipeline Overview
┌─────────────────────────────────────────────────────────────────────────────┐
│ X RECOMMENDATION PIPELINE │
├─────────────────────────────────────────────────────────────────────────────┤
│ │
│ User Request │
│ │ │
│ ▼ │
│ ┌─────────────┐ │
│ │ 1. Query │ Hydrate user features, action history, socialgraph │
│ │ Hydration │ │
│ └──────┬──────┘ │
│ ▼ │
More from cloudai-x/x-algo-skills
x-algo-engagement
Reference for X algorithm engagement types and signals. Use when analyzing engagement metrics, action predictions, or understanding what signals the algorithm tracks.
15x-algo-ml
Explain the Phoenix ML model architecture for X recommendations. Use when users ask about embeddings, transformers, how predictions work, or ML model details.
12x-algo-scoring
Calculate and explain X algorithm engagement scores. Use when analyzing post ranking, understanding score weights, engagement potential, or why one post ranks higher than another.
11x-algo-filters
Explain why posts get filtered from the X feed. Use when analyzing why a post was removed, not shown, or filtered out of recommendations.
11