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aientity · one source so far

llm‑driven data visualization

for data product managers, visualization engineers

Steadyarxiv
Signal score
21
as of 2d ago
Live items
1
Trajectory
Too early
needs a few more snapshots

Why this scored 21

every term, weighted
Velocity+0.0 / 40

Its fastest-moving item, measured against the pace of its own source

Acceleration+11.2 / 25

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25

How many independent communities its own items come from

Recency+10.0 / 10

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

Saturation penalty0.0 / 30

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

Composite21.2

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, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Signal history

7-day window (free)
2123

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.

  1. 1
    19

    InsightChain: Optimized Chain-of-Insight Analytics for LLM-driven Data Visualization

    Optimizes chain-of-insight analytics for LLM-based data visualizations. · for data product managers, visualization engineers

    arxivSteadyai2d ago