Signalcrest
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aientity · corroborated across sources

pomdp

for ai devs

Steady

10

signal score

1

live items

Too early

trajectory — needs a few more snapshots

arxiv

Why this scored 10

every term, weighted
Velocity+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+10.0 / 10 max

Decays to zero over 14 days

Saturation penalty0.0 / 30 max

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

Composite10.0

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

Signal history

7-day window (free)

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. 18

    Reward-Driven LLM Agent Workflows: Synthesizing POMDP Routing and Self-Correction for Autonomous Decision-Making

    autonomous decision-making — for ai devs

    arxivaiSteady6d ago