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-# @niggl/kubecon25
+# @niggl/cnsmunich25
 
-My experiences at Cloud Native Rejekts and KubeCon + CloudNativeCon Europe 2025 in London.
+My experiences at Cloud Native Summit 2025 in Munich.
 
 ## Quickstart 🐳
 
diff --git a/content/day1/09_confidential.md b/content/day1/09_confidential.md
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+---
+title: Building a Confidential AI Inference Platform on Kubernetes
+weight: 9
+tags:
+ - security
+ - ai
+---
+
+<!-- {{% button href="https://youtu.be/rkteV6Mzjfs" style="warning" icon="video" %}}Watch talk on YouTube{{% /button %}} -->
+<!-- {{% button href="https://docs.google.com/presentation/d/1nEK0CVC_yQgIDqwsdh-PRihB6dc9RyT-" style="tip" icon="person-chalkboard" %}}Slides{{% /button %}} -->
+
+> Felt a bit like a showcase of their product's architecture - not bad, just nothing really to take home
+
+Backgrund: How do we protect the data flowing into and out of our ai models?
+
+## Goals
+
+- Cloud based interference api
+- E2E Encryption
+- E2E Attestation
+
+## Encryption Mechanisms
+
+- Idea: Combine data at rest with data in transit and data in use encryption (encrypted memory)
+- Attestation: CPU has a private key and issues certificates
+
+## Confidential Containers
+
+- Traditional: Full VM-based isolation
+- Kubernetes: Advanced contaoiner isolation using virtual sockets and much more
+- Implementation: Frameworks like contrast
+
+### Threat model
+
+- Isolated: Container
+- Shared: Kubernetes, Hypervisor, Cloud Infra, Hardware
+
+### Architecture
+
+```mermaid
+graph LR
+User
+User-->|Accesses with trust|AICode
+User-->|Key exchange|SecretService-->|Key exchange|AICode
+Manifest-->|Configure|ContrastCoordinator
+subgraph Cluster
+    ContrastCoordinator(Contrast Coordinator)
+    ContrastCoordinator-->|Verify|Worker
+    subgraph Worker
+        AICode(AI Code)
+        AttestationAgent
+    end
+    AICode-->|Accesses|GPU
+    AttestationAgent-->|Verify|GPU
+    SecretService
+end
+ContrastCoordinator-->|Attest|User
+```