HomeSignalsVideo quality view

Video quality view — a positive ranking signal

CODE home-mixer/scorers/ranking_scorer.rs — vqv_weight() zeroes this unless video_duration > MinVideoDurationMs · verified 2026-07-31 @ 0bfc279

Predicted probability of a quality video view. HARD GATE in code: videos shorter than the minimum duration earn ZERO video weight — the weight itself is zeroed, not just the probability.

Last public weight (2023 heavy ranker): 0.005 LEGACY-2023 — from the frozen twitter/the-algorithm; absent from the 2026 code.

2026 weight: withheld; gated by MinVideoDurationMs (value withheld) — all current weights live in an unpublished params module. The weights story →

What actually moves it

A too-short video is scored as if it had no video. If you attach video, make it long enough to clear the gate and good enough to hold watch time (video_watch_time is a separate continuous head).

Where it sits in the formula

Phoenix (a Grok-1-architecture transformer, phoenix/README.md) predicts P(vqv) per viewer from that viewer’s own engagement history — not from your post’s running like-count. The prediction is multiplied by its weight and summed with the other 21 terms, then the author-diversity decay and out-of-network multiplier apply.

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