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aientity · one source so far

qwen3.8 27b

for ML engineers, infrastructure teams

Steadylobsters
Signal score
16
as of 1d ago
Live items
1
Trajectory
Too early
needs a few more snapshots

Why this scored 16

every term, weighted
Velocity+0.0 / 40

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

Acceleration+7.0 / 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+9.6 / 10

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

Saturation penalty0.2 / 30

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

Composite16.3

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)
1044

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
    16

    Benchmarking Qwen3.8 27B quantizations: 4-bit holds up, 1-bit collapses

    4-bit quantization stays accurate for Qwen3.8 27B, while 1-bit degrades, informing deployment strategies. · for ML engineers, infrastructure teams

    lobstersSteadyai2d ago