aientity · corroborated across sources

dreamer

for ai researchers

Steady

signal score

🔗 2

independent sources

live items

↑ Accelerating

7-day est. ~25

arxivgithub

Why this scored 10

every term, weighted

Velocity+0.6 / 40 max

Its fastest-moving item, measured against the pace of 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 its own items come from

Recency+8.5 / 10 max

Decays to zero over 14 days, counted from when we first saw it

Saturation penalty−2.2 / 30 max

Subtracted once something is big and old — sized by its biggest item, aged from when we first saw it

Composite9.7

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On an entity'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

~25

range 21–30

14-day

~29

range 23–34

30-day

~30

range 23–37

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.