Signalcrest
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devtoolsentity · corroborated across sources

akhouri systems

for indie devs

Steady

2

signal score

1

live items

Cooling

7-day est. ~0

devto

Why this scored 2

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+5.7 / 10 max

Decays to zero over 14 days

Saturation penalty3.4 / 30 max

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

Composite2.2

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

medium confidence · estimate, not a guarantee

7-day

~0

range 00

14-day

~0

range 00

30-day

~0

range 00

Signal history

7-day window (free)

— — 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. 18

    I'm 13, Solo Founder & CEO of Akhouri Systems. No team, no backend, no funding — just a laptop.

    Solo founder builds company — for solo founders

    devtobusinessSteady9d ago
  2. 27

    🏗️ Akhouri Systems: 4 apps, 1 thirteen-year-old kid, 0 employees

    kid makes apps — for indie devs

    devtodevtoolsSteady5d ago