Speaker
Speaker
Christian Weber
Abstract
For years, achieving daily releases has been the gold standard of DevOps maturity. But what happens when you get there? According to new data from over 700 engineering leaders, high deployment frequency is increasingly masking a crisis of off-hours rework, instability, and engineer burnout.
As teams adopt AI coding assistants to accelerate development, the misalignment between automated code generation and a delivery process that requires even a small number of manual tasks is causing pipelines to fracture.
When "fast" relies on evening and weekend firefighting to get releases across the line, the system is running on borrowed time.
In this session, we dig into the survey data to uncover how legacy CI/CD is failing high-velocity teams, and chart a path forward with the ultimate ambition of building a fully autonomous delivery process.
Key takeaways:
The Velocity Illusion: Why isolated high DORA metrics (like deployment frequency) can sometimes be a false positive for health and stability.
The Cost of Manual Touchpoints: How AI-accelerated development exposes the compounding risk of pipelines that still rely on even minor human interventions.
Paving the Way to Autonomy: Strategies for implementing automated governance, deployment verification, and progressive rollouts to remove human bottlenecks completely.
Sponsored session
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QCon San Francisco 2026 is a three day conference for senior software engineers, architects and team leads. An international program committee of working engineers selects every session. Patterns and practices, not products and pitches.
Slides & video
Video Not available
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Wednesday 18 November
10:35 Pacific LM Sponsored Simulating the Universe, 100 Times Over: Engineering Highly- Concurrent Agent Testing Andy Liang, Anvit Sinha Testing AI agents properly is surprisingly hard. Production data sources are moving targets, static datasets go stale, and pointing agents at real systems is risky and impossible to reproduce. 11:45 Pacific LM Sponsored The Men in Black Know What's in Your JavaScript and How to Fix it! Chris DeMars Senior Developer Advocate @TuxCare Ever wonder what’s lurking in the dark corners of your node_modules, like unidentified flying dependencies sneaking aboard your project? In an age of escalating software supply chain attacks, knowing exactly what you're shipping is as vital as tracking strange lights in the sky. 13:35 Pacific LM Sponsored The Fast, The Furious and The Fatigued Christian Weber For years, achieving daily releases has been the gold standard of DevOps maturity. But what happens when you get there? According to new data from over 700 engineering leaders, high deployment frequency is increasingly masking a crisis of off-hours rework, instability, and engineer burnout. 14:45 Pacific LM Session Sponsored session Details coming soon! 15:55 Pacific LM Session Sponsored session Details coming soon!