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devtoai

Chesterton's half-implemented fence that he built just in case

Discussion of a half-implemented AI fence highlights incomplete safety measures.

Emerging
Signal score
38
as of 1d ago
Trajectory
Cooling
7-day est. ~4

Why this scored 38

every term, weighted
Velocity+3.3 / 40

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

Acceleration+25.0 / 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+9.5 / 10

Decays to zero over 14 days

Saturation penalty0.1 / 30

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

Composite37.7

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

low confidence · estimate, not a guarantee

7-day

~4

range 015

14-day

~0

range 014

30-day

~0

range 019

Signal history

7-day window (free)
440

projected trajectory (estimate, not a guarantee)

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