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Against editing at 2x speed

Experiment #102 · closed · published 4/13/2026, 12:37:00 PM

What happened

Creative features

  • hookTypecontrarian
  • lengthBucket10_20m
  • thumbnailArchetypebefore_after
  • publishSlotweekday_pm
  • formatinterview
  • topicCluster7

Confounds the baseline knew

  • Followers at publish19,002
  • Days since previous post2.2
  • Channel age at publish (days)143
  • Local publish time4/13/2026, 12:37:00 PM

The residual reward

Raw views mostly measure how big the channel already was. The baseline predicts what this channel “should” have earned given the confounds above; the residual is how the post actually landed relative to that prediction — measured in standard deviations.

Observed (168h)

80

Baseline expected

140

Residual reward

-0.94σ

raw -0.94σ · residual sd 0.599 log-views

Checkpoints

CheckpointViewsWatch time (min)CommentsLikesFollower delta
168h (close)8025,200040
24h4413,860020
72h6420,160030

What changed in the posterior

  • Post missed its baseline by 0.94σ. Moved: topic_cluster:topic_7 -0.082, format:interview -0.067, hook_type:contrarian -0.050.

    • topic_70.2950.213 Δ-0.082±0.33
    • interview0.2030.136 Δ-0.067±0.28
    • contrarian0.0580.008 Δ-0.050±0.29
    • before_after0.1300.081 Δ-0.049±0.31
    • weekday_pm-0.069-0.113 Δ-0.045±0.26
    • 10_20m-0.009-0.051 Δ-0.043±0.27
    • 20m_plus0.0510.086 Δ+0.035±0.30
    • commentary-0.190-0.157 Δ+0.033±0.29
    • topic_5-0.089-0.062 Δ+0.027±0.32
    • topic_1-0.048-0.023 Δ+0.026±0.28
    • weekday_am-0.123-0.100 Δ+0.023±0.28
    • face_reaction0.1060.127 Δ+0.022±0.27
    • weekend_pm0.3390.358 Δ+0.019±0.30
    • demo_first-0.113-0.094 Δ+0.019±0.28
    • question0.1350.153 Δ+0.018±0.29
    • topic_2-0.194-0.177 Δ+0.017±0.29
    • none0.0280.044 Δ+0.016±0.29
    • vlog-0.142-0.128 Δ+0.014±0.29
    • shorts0.1280.140 Δ+0.012±0.29
    • topic_40.2170.229 Δ+0.012±0.28
    • under_60s0.1960.208 Δ+0.012±0.29
    • topic_30.3660.355 Δ-0.011±0.31
    • text_dominant0.0970.107 Δ+0.011±0.27
    • 4_10m-0.264-0.275 Δ-0.010±0.29
    • topic_6-0.456-0.447 Δ+0.009±0.34
    • claim-0.067-0.058 Δ+0.009±0.29
    • list-0.042-0.033 Δ+0.009±0.31
    • tutorial0.0170.010 Δ-0.007±0.28
    • story_cold_open0.2630.258 Δ-0.005±0.29
    • weekday_late-0.257-0.262 Δ-0.005±0.29
    • number_list-0.302-0.297 Δ+0.005±0.29
    • object_hero-0.386-0.390 Δ-0.004±0.29
    • topic_0-0.117-0.120 Δ-0.003±0.29
    • weekend_am0.0830.086 Δ+0.003±0.31
    • 1_4m0.0000.002 Δ+0.001±0.27
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