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devtoai

The Dirty Secret Behind AI Agents (Demo ๐Ÿš€)

AI agents have a secret

Steady

48

signal score

๐Ÿ”— 2

sources ยท javascript

โ†’ Steady

7-day est. ~39

Why this scored 48

every term, weighted
Velocity+40.0 / 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+2.8 / 25 max

How many independent communities are talking about the same entity

Recency+7.9 / 10 max

Decays to zero over 14 days

Saturation penaltyโˆ’3.0 / 30 max

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

Composite47.7

Weights are hand-tuned, not learned โ€” 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

low confidence ยท estimate, not a guarantee

7-day

~39

range 22โ€“56

14-day

~39

range 18โ€“59

30-day

~38

range 11โ€“66

Signal history

7-day window (free)

โ€” โ€” projected trajectory (estimate, not a guarantee)

Entities

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