x-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.
Installation
SKILL.md
The X recommendation system uses Phoenix, a transformer-based ML system for predicting user engagement. It operates in two stages: retrieval and ranking.
Efficiently narrows millions of candidates to thousands using approximate nearest neighbor search.
Scores the retrieved candidates using a transformer that predicts multiple engagement actions.
Explain the Phoenix ML model architecture for X recommendations. Use when users ask about embeddings, transformers, how predictions work, or ML model details. Source: cloudai-x/x-algo-skills.
Facts (cite-ready)
Stable fields and commands for AI/search citations.
- Install command
npx skills add https://github.com/cloudai-x/x-algo-skills --skill x-algo-ml- Source
- cloudai-x/x-algo-skills
- Category
- </>Dev Tools
- Verified
- ✓
- First Seen
- 2026-02-01
- Updated
- 2026-02-18
Quick answers
What is x-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. Source: cloudai-x/x-algo-skills.
How do I install x-algo-ml?
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/cloudai-x/x-algo-skills --skill x-algo-ml Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor
Where is the source repository?
https://github.com/cloudai-x/x-algo-skills
Details
- Category
- </>Dev Tools
- Source
- skills.sh
- First Seen
- 2026-02-01