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devtodevtools

AWS Amplify SSR gotcha: chasing a bug that was never in my code

Bug in AWS code

Steady

11

signal score

🔗 2

sources · nextjs

Cooling

7-day est. ~6

Why this scored 11

every term, weighted
Velocity+0.6 / 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+8.5 / 10 max

Decays to zero over 14 days

Saturation penalty0.9 / 30 max

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

Composite11.0

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

low confidence · estimate, not a guarantee

7-day

~6

range 66

14-day

~4

range 44

30-day

~3

range 34

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

Entities

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