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Dzul Qurnain
7 Min Read

Most enterprise AI assistant deployments fail because of bad configurations, not bad models. The gap between sandbox success and production breach is where permission scoping, isolation architecture, and monitoring gaps create liability. This guide shows the framework that separates deployments that last from deployments that become incidents.

Dzul Qurnain
6 Min Read

Your event-driven architecture just got a major upgrade. Apache Kafka, Spring for Apache Kafka 3.x, and Camel 4.x have all shipped changes that could break your existing code or unlock serious capabilities. Most engineers missed these updates entirely. Key Takeaways Kafka’s new protocol changes enable…