Signalcrest
← Back to feed
huggingfaceai

thinkingmachines/Inkling (image-text-to-text)

New image-text model

Steady

5

signal score

Cooling

7-day est. ~0

Why this scored 5

every term, weighted
Velocity+22.8 / 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+0.5 / 10 max

Decays to zero over 14 days

Saturation penalty18.7 / 30 max

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

Composite4.6

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

high confidence · estimate, not a guarantee

7-day

~0

range 02

14-day

~0

range 01

30-day

~0

range 03

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

Entities

inkling
Embed a live signal badge
Signalcrest signal badge
[![Signalcrest signal](https://www.signalcrest.app/api/badge/hf%3Amodel%3Athinkingmachines%2FInkling)](https://www.signalcrest.app/topic/hf%3Amodel%3Athinkingmachines%2FInkling)

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