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Trick, Treat, and Code: Highlighting GDGC VTU's Best Halloween Hacks πŸ•ΈοΈπŸ’»

GDGC VTU's Halloween hack showcase offers fresh open-source AI project ideas.

Heating
Signal score
75
as of 2d ago
Trajectory
⏳ Too early
needs a few more snapshots

Why this scored 75

every term, weighted
Velocity+40.0 / 40

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

Acceleration+24.8 / 25

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

Cross-source spread+0.0 / 25

How many independent communities are talking about the same entity

Recency+10.0 / 10

Decays to zero over 14 days

Saturation penaltyβˆ’0.0 / 30

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

Composite74.8

Weights are hand-tuned, not learned β€” 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)
6275

Entities

gdgc vtu
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[![Signalcrest signal](https://www.signalcrest.app/api/badge/dev%3A4915063)](https://www.signalcrest.app/topic/dev%3A4915063)

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