Session

From Automation to Context-Aware Delegation - How to become the 5%

According to Gartner, 95% of enterprise AI initiatives fail - not because of the technology, but because organizations lack the cultural, operational and contextual foundation to make AI work in production. This session shows what it takes to be part of the 5% that succeed - real, deployed, hands-on. No buzz words, no myths, no false promises.

We’ll explore the shift from scripted automation to context-aware, agentic delegation, where systems understand environments, dependencies, and intent. By embedding context into neural networks and context graphs, we move from maintaining scripts to delegating outcomes - enabling deterministic, auditable, and resilient automation across any infrastructure, including air-gapped systems.

Using real examples from platform engineering and enterprise operations, we’ll demonstrate how context-aware automation might reshape open source adaption and the entire cloud-native ecosystem.

Don’t be fooled: success takes more than just tech - it requires a mindset-shift, governance, and a culture ready to rethink everything that they've learned. Forget your current "now" and take something home that helps you with your decision making - especially if you're desperate about bringing your automation-KPI up.

Sebastian Kister

CNCF, Transformation Evangelist & Audi AG's Team Lead for Container Competence Center, Platforms & Operations

Ingolstadt, Germany

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