Current Signal — Q3 2026
otter-sec shows -47% commit velocity change with 100 active contributors (+0% growth). Signal type: Framework migration. Trend vs. prior quarter: decelerating (was +231% in Q2 2026).
Engineering acceleration is a sustained rise in a startup's public GitHub output — commits, contributors, new repositories — relative to its own baseline. It is a quantitative signal computed from public data, unrelated to accelerator programs.
Data sourced from public GitHub activity. Read our methodology
Commit Velocity (14d)
9
Velocity Change
-47%
Contributors
100
+0% growth
New Repos (30d)
0
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Projected lead-time window
no active window
Projected next milestone
Platform or stack transition
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Velocity Score
37/100
Mild — Baseline activity level
Commit Velocity Change
-47%
Contributor Growth
+0%
New Repositories
0
Signal Type
Framework migration
| Period | Velocity (14d) | Change | Contributors | Growth | New Repos | Signal |
|---|---|---|---|---|---|---|
| Q3 2026 | 9 | -47% | 100 | +0% | 0 | Framework migration |
| Q2 2026 | 53 | +231% | 100 | +0% | 0 | Deploy frequency spike |
| Q1 2026 | 6 | -33% | 100 | +0% | 0 | Framework migration |
| Q4 2025 | 11 | +120% | 100 | +0% | 0 | Framework migration |
otter-sec shows general engineering acceleration that classifies as a framework migration. This often indicates a technology stack transition — moving from a prototype to production infrastructure, or adopting new tooling.
Framework migrations are the subtlest signal type but can indicate the shift from exploration to exploitation — a key milestone in startup development that often precedes fundraising.
As of Q3 2026, otter-sec shows a "Framework migration" signal with -47% commit velocity change over a 14-day window, 100 active contributors, and +0% contributor growth. This indicates a technology stack transition, which often precedes a pivot or platform upgrade.
VC Deal Flow Signal does not predict specific funding rounds. However, otter-sec's engineering acceleration pattern (-47% commit velocity change in Q3 2026) is the type of signal that has historically preceded fundraise announcements by three to six weeks. Investors should cross-reference this signal with other sources (Crunchbase, hiring activity, community mentions) before drawing conclusions.
otter-sec is tracked in our EdTech sector rankings for Q3 2026. View the full sector ranking at signals.gitdealflow.com/startups-to-watch/edtech-q3-2026 to see how it compares on commit velocity, contributor count, and signal type against other edtech startups.
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