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What happens when the home studio rebuild

Experiment #141 · closed · published 6/5/2026, 6:40:00 PM

What happened

Creative features

  • hookTypequestion
  • lengthBucketunder_60s
  • thumbnailArchetypenone
  • publishSlotweekday_pm
  • formatcommentary
  • topicCluster0

Confounds the baseline knew

  • Followers at publish22,549
  • Days since previous post2.1
  • Channel age at publish (days)196
  • Local publish time6/5/2026, 6:40:00 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)

204

Baseline expected

159

Residual reward

+0.41σ

raw 0.41σ · residual sd 0.599 log-views

Checkpoints

CheckpointViewsWatch time (min)CommentsLikesFollower delta
168h (close)2042,8561100
24h1121,571060
72h1632,285180

What changed in the posterior

  • Post beat its baseline by 0.41σ. Moved: format:commentary +0.018, hook_type:question +0.015, topic_cluster:topic_0 +0.012.

    • commentary-0.072-0.054 Δ+0.018±0.27
    • question0.0970.113 Δ+0.015±0.27
    • topic_0-0.087-0.075 Δ+0.012±0.26
    • none0.0110.023 Δ+0.011±0.27
    • under_60s0.0630.073 Δ+0.010±0.26
    • weekday_pm-0.044-0.037 Δ+0.007±0.25
    • face_reaction0.0570.051 Δ-0.006±0.25
    • demo_first-0.067-0.073 Δ-0.005±0.26
    • shorts0.0730.067 Δ-0.005±0.27
    • weekday_late-0.274-0.279 Δ-0.005±0.29
    • contrarian-0.050-0.055 Δ-0.005±0.28
    • interview0.1490.145 Δ-0.004±0.26
    • topic_1-0.072-0.077 Δ-0.004±0.26
    • 4_10m-0.159-0.163 Δ-0.004±0.27
    • topic_2-0.178-0.182 Δ-0.003±0.27
    • 20m_plus-0.002-0.005 Δ-0.003±0.28
    • tutorial0.0040.001 Δ-0.003±0.25
    • vlog-0.154-0.157 Δ-0.002±0.27
    • before_after0.1450.142 Δ-0.002±0.30
    • text_dominant0.0570.055 Δ-0.002±0.25
    • topic_40.2880.286 Δ-0.002±0.26
    • list-0.018-0.020 Δ-0.002±0.28
    • weekend_pm0.3060.304 Δ-0.002±0.28
    • claim-0.159-0.160 Δ-0.002±0.27
    • topic_6-0.525-0.527 Δ-0.001±0.32
    • topic_70.2160.214 Δ-0.001±0.28
    • topic_30.3240.326 Δ+0.001±0.27
    • story_cold_open0.2530.251 Δ-0.001±0.26
    • 1_4m0.0060.005 Δ-0.001±0.26
    • topic_50.0160.016 Δ+0.001±0.30
    • weekend_am0.1460.147 Δ+0.001±0.29
    • number_list-0.093-0.094 Δ-0.001±0.26
    • weekday_am-0.153-0.152 Δ+0.001±0.26
    • object_hero-0.289-0.289 Δ+0.000±0.27
    • 10_20m0.0720.073 Δ+0.000±0.26
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