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aientity · one source so far

laptop gpu

for ml engineers, AI founders

Steadydevto
Signal score
4
as of 1d ago
Live items
1
Trajectory
Cooling
7-day est. ~0

Why this scored 4

every term, weighted
Velocity+0.0 / 40

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

Acceleration+11.3 / 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+0.0 / 10

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

Saturation penalty7.7 / 30

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

Composite3.7

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

Outlook

low confidence · estimate, not a guarantee

7-day

~0

range 012

14-day

~0

range 014

30-day

~0

range 019

Signal history

7-day window (free)
058

projected trajectory (estimate, not a guarantee)

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
    18

    A 4 GB Laptop GPU Beats a 12-Core CPU by 4.3x on Gemma 4

    A laptop GPU runs Gemma 4 4.3× faster than a 12-core CPU. · for ml engineers, AI founders

    devtoSteadyai4d ago
  2. 2
    6

    Show HN: Fine-tune an 8B model on a 4 GB laptop GPU

    Fine-tune 8B model · for ai devs

    hackernewsSteadyai47d ago