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lobstersweb

Watch out for cache read costs

Cache read costs

Steady

18

signal score

as of 16d ago

Too early

trajectory — needs a few more snapshots

Why this scored 18

every term, weighted
Velocity+0.0 / 40 max

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+8.6 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities are talking about the same entity

Recency+9.4 / 10 max

Decays to zero over 14 days

Saturation penalty0.4 / 30 max

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite17.5

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Signal history

7-day window (free)
Not enough history yet — the trend line fills in as snapshots accrue (every 30 min).
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[![Signalcrest signal](https://www.signalcrest.app/api/badge/lob%3Abgvipl)](https://www.signalcrest.app/topic/lob%3Abgvipl)

Drop this in a README or blog post — it updates automatically as the score moves.