# How does Airbyte use Devin to triage and fix engineering issues?

> Airbyte runs Devin on triage-and-fix workflows. Cognition reports that over 90 days Devin triaged ~990 issues, drafted 413 fixes, and ran 467 verification sessions; Airbyte merges roughly 50-60% of the resulting PRs.

- **Evidence grade:** B — Named organization with a quantified outcome, from the vendor or the organization's own announcement.
- **Organization:** Airbyte (open-source data integration company)
- **Industry:** Software, Internet & Media — Data infrastructure (open source)
- **Roles:** Software Engineering
- **Tools:** Devin (Cognition)
- **Status:** production · **Agent pattern:** autonomous-agent · **Autonomy:** 2/4
- **Last verified:** 2026-10-17

## Reported outcomes
- issues triaged (90 days): ~990 [1] (self-reported)
- fixes drafted: 413 [1] (self-reported)
- PR merge rate: roughly 50–60% [1] (self-reported)

## How it works
1. Devin triages incoming issues and drafts fixes.
2. Runs verification sessions; humans review and merge.

## Risks & compliance
- Agent-written code requires human review and testing
- Vendor-published results; not independently audited

## Sources
1. Cognition (Devin), "Airbyte and Devin" (undated; accessed 2026-10-17) <https://devin.ai/customers/airbyte>
   > "Over the last 90 days, Devin triaged ~990 issues, drafted 413 fixes, and ran 467 verification sessions."

Canonical: https://agentcasefile.com/cases/airbyte-devin-issue-triage-fixes/ · License: CC BY 4.0 (summary) · Source: Agent Casefile