What does the Framework migration signal mean?

The Framework migration 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 StanfordVL's historical signal data across periods?

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

Q4 2025 · Historical Snapshot

StanfordVL — Q4 2025 Engineering Signal

Research Codebase

Signal — Q4 2025

In Q4 2025, StanfordVL showed -4% commit velocity change with 57 active contributors (+19% growth). Signal type: Framework migration. Ranked #3 of 6 in Robotics for Q4 2025.

Metrics — Q4 2025

Commit Velocity (14d)

Velocity Change

-4%

Contributors

+19% growth

New Repos (30d)

Context

Sector: Robotics (full Q4 2025 ranking)

Stage at time of snapshot: Growth

Geography: US

Signal classification: Framework migration — learn what this signal means

See StanfordVL's current signal

This page shows a historical snapshot. For the most recent data, view the full profile.

View current profile →