# Agents, Randomness, and Receipts: Notes from trivago's QA Meetup

DevFeed: [Agents, Randomness, and Receipts: Notes from trivago's QA Meetup](<https://devfeed.tech/articles/agents-randomness-and-receipts-notes-from-trivago-s-qa-meetup-28064.md>)

Original publisher: [Read original article](<https://tech.trivago.com/post/2026-08-12-agents-randomness-and-receipts-notes-from-trivagos-qa-meetup/>)

Author: Aasma Jabin Quality Assurance Engineer Linkedin profile

Published: 2026-08-12T00:00:00Z

Content type: article

Language: en

Sources: [Trivago](<https://devfeed.tech/sources/trivago.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [dora metrics](<https://devfeed.tech/topics/dora-metrics.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [Git](<https://devfeed.tech/topics/git.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [automation](<https://devfeed.tech/tags/automation.md>), [dora-metrics](<https://devfeed.tech/tags/dora-metrics.md>), [git](<https://devfeed.tech/tags/git.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pull-requests](<https://devfeed.tech/tags/pull-requests.md>), [quality-assurance](<https://devfeed.tech/tags/quality-assurance.md>), [testing](<https://devfeed.tech/tags/testing.md>)

## AI overview

The article reports on trivago's QA Meetup, covering talks about AI adoption metrics in software delivery, an AI agent for testing API integrations, and randomized automated tests for finding defects missed by deterministic testing. It also describes Qase.io's git-ai attribution tool and reported changes in DORA metrics after AI adoption.

## Source excerpt

In July, we opened the doors of our Düsseldorf campus for this year's QA Meetup, bringing together around 90 people from testing, engineering, and beyond. Hosting this meetup has become a bi...