aientity · corroborated across sources
neural networks
for ai researchers
Steady4
signal score
1
live items
→ Steady
7-day est. ~2
arxiv
Why this scored 4
every term, weightedVelocity+0.0 / 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+0.0 / 25 max
How many independent communities are talking about the same entity
Recency+5.3 / 10 max
Decays to zero over 14 days
Saturation penalty−0.8 / 30 max
Subtracted once something is big and old — we rank what's next, not what's peaked
Composite4.5
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 guarantee7-day
~2
range 2–2
14-day
~1
range 1–1
30-day
~0
range 0–0
Signal history
7-day window (free)— — projected trajectory (estimate, not a guarantee)