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Meritocratic For You: rank by value, not audience size - #1

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Pitchfork-and-Torch merged 2 commits into
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cursor/meritocratic-feed-fairness-58b1
Aug 14, 2026
Merged

Pitchfork-and-Torch merged 2 commits into
mainfrom
cursor/meritocratic-feed-fairness-58b1

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@Pitchfork-and-Torch Pitchfork-and-Torch commented Aug 14, 2026 •

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Summary

Makes For You favor predicted value for this viewer over how large an author's existing audience already is, and closes related preference/amplification holes.

This is individual meritocratic fairness (equity of attention), not demographic quotas. Quality still wins; negative scores are not lifted.

Changes

  1. Author-size IPS — batch-mean-normalized Horvitz–Thompson residual on ln(1 + followers) so equal Phoenix scores are not ordered by follower count (docs/MERITOCRATIC_AUTHOR_SIZE_IPS.md).
  2. Size-aware OON relief — softens the flat 0.75 out-of-network tax for small creators (full half-relief ≤1k followers, tapering to none by 100k) so discovery is not double-penalized by size leak + follow graph.
  3. Origin-author diversity — author diversity decays on retweeted_user_id when present, so a viral original cannot flood the slate through many distinct retweeters.
  4. Mute/block symmetry — quotes and reposts of muted authors are dropped the same way blocked ones already were.

Details and knobs: docs/FEED_FAIRNESS.md.

Test plan

  • Unit coverage added for IPS, size-aware OON interpolation, origin-author diversity on/off, and mute of quoted/retweeted authors.
  • home-mixer is a transparency dump without a Cargo workspace here; brace-balanced review of edited modules. Recommend CI / internal home-mixer test target when available.
  • Feature flags default on but are independently disableable for A/B:
    • rust_home_mixer_enable_author_size_ips
    • rust_home_mixer_enable_size_aware_oon_relief
    • rust_home_mixer_enable_origin_author_diversity

Pitchfork-and-Torch and others added 2 commits August 14, 2026 11:39
Add size-aware OON relief for small creators, origin-author diversity so
viral originals cannot flood via many retweeters, and mute/block symmetry
for quotes and reposts. Complements author-size IPS; docs in FEED_FAIRNESS.

Co-authored-by: Jon Bailey <Pitchfork-and-Torch@users.noreply.github.com>
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Pitchfork-and-Torch marked this pull request as ready for review August 14, 2026 11:43
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Pitchfork-and-Torch merged commit 1c231a4 into main Aug 14, 2026
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Pitchfork-and-Torch deleted the cursor/meritocratic-feed-fairness-58b1 branch September 18, 2026 00:33
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2 participants