Skip to content
Signalcrest
Back to feed
devtodevtools

How I build products with AI: from a brainstorm to a production release

Demonstrates turning AI-generated ideas into shipped products with GitHub tools.

Steady
Signal score
31
Sources
2
agreeing on copilot
Trajectory
↑ Accelerating
7-day est. ~39

Why this scored 31

every term, weighted
Velocity+0.0 / 40

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+10.8 / 25

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

Cross-source spread+12.5 / 25

How many independent communities are talking about the same entity

Recency+8.5 / 10

Decays to zero over 14 days

Saturation penalty−0.9 / 30

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

Composite31.0

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, 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

~39

range 0–51

14-day

~42

range 0–56

30-day

~43

range 0–62

Signal history

7-day window (free)
2267

projected trajectory (estimate, not a guarantee)

Entities

copilotgithub actions
Embed a live signal badge
Signalcrest signal badge
[![Signalcrest signal](https://www.signalcrest.app/api/badge/dev%3A4975510)](https://www.signalcrest.app/topic/dev%3A4975510)

Drop this in a README or blog post — it updates automatically as the score moves.