HomeMyths"Your TweepCred / PageRank score caps yo

"Your TweepCred / PageRank score caps your reach"

Verdict: GONE from the 2026 open code

TweepCred (the PageRank-style author score with the famous follower/following penalty) exists only in the 2023 repo. The 2026 ranker consumes learned embeddings — 'we eliminated every hand-engineered feature' (phoenix/README.md). No tweepcred, no RealGraph, no follower-ratio feature enters the 2026 scorer.

The code

grep of xai-org/x-algorithm: zero hits for tweepcred/realgraph. phoenix/recsys_model.py RecsysBatch = ID hashes + action history + post age only.

See for yourself: every term in the scoring formula

This is the complete list of scoring terms in home-mixer/scorers/ranking_scorer.rs (compute_weighted_score, commit 0bfc279). Read it — what isn’t in this list isn’t in the ranking formula:

  favorite                 × +weight  (withheld)
  reply                    × +weight  (withheld)
  retweet                  × +weight  (withheld)
  photo_expand             × +weight  (withheld)
  click                    × +weight  (withheld)
  profile_click            × +weight  (withheld)
  vqv                      × +weight  (withheld)
  share                    × +weight  (withheld)
  share_via_dm             × +weight  (withheld)
  share_via_copy_link      × +weight  (withheld)
  dwell                    × +weight  (withheld)
  quote                    × +weight  (withheld)
  quoted_click             × +weight  (withheld)
  quoted_vqv               × +weight  (withheld)
  cont_dwell_time          × +weight  (withheld)
  cont_click_dwell_time    × +weight  (withheld)
  follow_author            × +weight  (withheld)
  not_interested           × −weight  (withheld)
  block_author             × −weight  (withheld)
  mute_author              × −weight  (withheld)
  report                   × −weight  (withheld)
  not_dwelled              × −weight  (withheld)

Verified against xai-org/x-algorithm @ 0bfc279 on 2026-07-31. Withheld layers (params, visibility filtering, Grox prompts) mean “absent from open code” is the strongest claim honestly available — see methodology.

Test a real draft instead →