Signalcrest
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devtoolsentity · corroborated across sources

importlib

for python devs

Steady

6

signal score

1

live items

Cooling

7-day est. ~2

stackoverflow

Why this scored 6

every term, weighted
Velocity+0.0 / 40 max

Engagement per hour, normalized against the fastest item on its own source

Acceleration+0.0 / 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+6.9 / 10 max

Decays to zero over 14 days

Saturation penalty1.3 / 30 max

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

Composite5.5

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. Full methodology

Outlook

medium confidence · estimate, not a guarantee

7-day

~2

range 22

14-day

~1

range 01

30-day

~0

range 00

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.

  1. 14

    Why can importlib.reload() leave existing class instances using stale method implementations?

    Importlib reload issue — for python devs

    stackoverflowdevtoolsSteady4d ago