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Final Report — Stylus Cache Sentinel

Final Report highlights security flaws in Stylus Cache Sentinel implementation.

Steady

17

signal score

Steady

7-day est. ~17

Why this scored 17

every term, weighted
Velocity+0.0 / 40 max

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

Acceleration+11.9 / 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+5.6 / 10 max

Decays to zero over 14 days

Saturation penalty0.2 / 30 max

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

Composite17.4

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

Outlook

medium confidence · estimate, not a guarantee

7-day

~17

range 529

14-day

~15

range 129

30-day

~11

range 030

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

Entities

stylus cache sentinel
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Drop this in a README or blog post — it updates automatically as the score moves.