Signalcrest
← Back to feed
huggingfaceai

deepseek-ai/DeepSeek-V4-Flash-0731 (text-generation)

Text generation

Steady

45

signal score

↓ Cooling

7-day est. ~35

ShareLinkedInOpen source ↗

Why this scored 45

every term, weighted
Velocity+40.0 / 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+8.4 / 10 max

Decays to zero over 14 days

Saturation penalty−3.4 / 30 max

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

Composite44.9

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

~35

range 34–36

14-day

~32

range 30–33

30-day

~30

range 28–32

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

Entities

deepseekai
Embed a live signal badge
Signalcrest signal badge
[![Signalcrest signal](https://www.signalcrest.app/api/badge/hf%3Amodel%3Adeepseek-ai%2FDeepSeek-V4-Flash-0731)](https://www.signalcrest.app/topic/hf%3Amodel%3Adeepseek-ai%2FDeepSeek-V4-Flash-0731)

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