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๐Ÿ—“๏ธ Monthly Dev Report: August 2026

Monthly developer report for August 2026 covering community topics.

Steady

59

signal score

โ†“ Cooling

7-day est. ~0

Why this scored 59

every term, weighted
Velocity+40.0 / 40 max

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

Acceleration+12.5 / 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+8.5 / 10 max

Decays to zero over 14 days

Saturation penaltyโˆ’1.8 / 30 max

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

Composite59.3

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, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence ยท estimate, not a guarantee

7-day

~0

range 0โ€“0

14-day

~0

range 0โ€“0

30-day

~0

range 0โ€“0

Signal history

7-day window (free)

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

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[![Signalcrest signal](https://www.signalcrest.app/api/badge/dev%3A4497705)](https://www.signalcrest.app/topic/dev%3A4497705)

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