x-algo-pipeline

Community

Demystify the X feed ranking pipeline end-to-end.

AuthorCloudAI-X
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Clarifies how the X recommendation pipeline processes and ranks posts from hydration to final feed, enabling quick debugging, optimization, and capacity planning for large-scale recommendations.

Core Features & Use Cases

  • End-to-end eight-stage pipeline overview (Query Hydration, Sources, Candidate Hydration, Pre-Score Filtering, Scoring, Selection, Post-Score Filtering, Side Effects)
  • Insight into how in-network Thunder and out-of-network Phoenix sources contribute to candidates
  • Use cases: debugging ranking behavior, performance tuning, feature experimentation, and scalability planning

Quick Start

Trace the eight stages of the pipeline from a sample user request to the final feed output to observe where data is hydrated, scored, filtered, and selected.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: x-algo-pipeline
Download link: https://github.com/CloudAI-X/x-algo-skills/archive/main.zip#x-algo-pipeline

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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