Shiva Kalyan Reddy Giri is a senior software engineer with more than eight years of experience building enterprise web applications, APIs, and cloud-based systems. His work focuses on Java, Spring Boot, Angular, AWS, generative AI, and the practical engineering patterns required to move AI applications from prototypes into reliable production environments. He is also an active hackathon judge and technology speaker with interests in enterprise AI, cloud-native architecture, and responsible softw
Six Production Guardrails for Enterprise AI Applications on Kubernetes
Kubernetes is a strong runtime foundation, but production AI also needs controls for slow startup, uneven demand, streaming connections, credentials, telemetry and rollback. A prototype can look healthy with one developer, one ...
