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ponytail-improved — Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.

AI agent thinks like a dev

Steady

21

signal score

🔗 5

sources · claude

Cooling

7-day est. ~0

Why this scored 21

every term, weighted
Velocity+4.6 / 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+11.1 / 25 max

How many independent communities are talking about the same entity

Recency+8.3 / 10 max

Decays to zero over 14 days

Saturation penalty2.8 / 30 max

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

Composite21.2

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

~0

range 00

14-day

~0

range 00

30-day

~0

range 00

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

Entities

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