Quality Playbook Panel - The Test Tribe
Session

The New Quality Playbook for AI-Speed Engineering

Outline

What we’ll cover in this session.

Software engineering is undergoing a velocity transformation. AI generates code in seconds. AI writes test cases from specs. AI reviews PRs, triages failures, and suggests fixes. Developers ship faster than ever – and the gap between what gets built and what gets validated is widening. The old quality model assumed time. Time for QA to review. Time for test cycles. Time to catch what slipped. That time is compressing to near-zero. This isn’t a QA problem – it’s an engineering problem. Organizations that treat quality as a QA team’s responsibility will ship broken products faster than ever. Organizations that embed quality into the system – the architecture, the process, the culture, the tooling – will win. This panel brings together leaders who’ve rebuilt how their organizations think about quality in an AI-accelerated world. The conversation is for the 400+ leaders making decisions about team structure and org direction, and for the 600+ practitioners who need to understand where their organizations are heading – so they can lead the change, not follow it.
We’ll walk through
01

Where agentic workflows actually earn their keep in a real QA pipeline — and the two places they quietly fail.

02

The four control surfaces to set up before an agent touches production: scope, evaluation, failure cataloguing, human-in-the-loop.

03

Patterns for flaky-test triage, regression pruning, and visual-diff arbitration with receipts from three production systems.

04

A reference architecture you can take back to Monday’s sprint planning, plus the metrics that prove it’s working.

Catch this session live.

One pass, every talk, no parallel tracks. Super Early Bird ends when the next 200 seats are gone.

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