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The Contract Test Is the Only Witness the Agent Cannot Author

Contract tests provide an external check on AI agents that they cannot produce themselves.

Steady

19

signal score

Steady

7-day est. ~21

Why this scored 19

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+11.3 / 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+7.9 / 10 max

Decays to zero over 14 days

Saturation penalty0.4 / 30 max

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

Composite18.8

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

~21

range 032

14-day

~21

range 035

30-day

~21

range 040

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

Entities

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