What does the Deploy frequency spike signal mean?

The Deploy frequency spike signal indicates a specific pattern of engineering acceleration. Full classification logic and the four-signal taxonomy are documented at /methodology and /signals.

Where can I find commaai's historical signal data across periods?

The startup hub at /startup/commaai consolidates every period of historical signal data for commaai, including commit-velocity change, contributor growth, and signal classification. The free /api/signals.json endpoint exposes the same data for programmatic access.

Q1 2026 · Historical Snapshot

commaai — Q1 2026 Engineering Signal

Building the Android of self-driving cars

Signal — Q1 2026

In Q1 2026, commaai showed +205% commit velocity change with 100 active contributors (+0% growth). Signal type: Deploy frequency spike. Ranked #2 of 6 in Robotics for Q1 2026.

Metrics — Q1 2026

Commit Velocity (14d)

128

Velocity Change

+205%

Contributors

100

+0% growth

New Repos (30d)

Context

Sector: Robotics (full Q1 2026 ranking)

Stage at time of snapshot: Growth

Geography: Unknown

Signal classification: Deploy frequency spike — learn what this signal means

See commaai's current signal

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