Mark Nelson

Key Takeaways A Healthy SingleInstanceDatabase is useful operator evidence, but it is not recovery evidence.

Key Takeaways A Spring AI assistant can ask broad questions, call tools, and retrieve RAG context, so data authorization should not depend only on prompt instructions or Java-side filters.

Learn the architecture behind semantic caching with Spring AI, Oracle AI Database 26ai, and Oracle True Cache. This article explains how to safely reuse prior AI-generated answers using vector similarity, policy controls, and governed SQL-backed cache records while keeping semantic caches separate from RAG document retrieval.

Learn how to build and validate an Oracle-backed semantic cache for Spring applications using Oracle AI Database 26ai Free and Oracle True Cache. This practical walkthrough demonstrates exact-match reuse, vector-based semantic lookup, policy-driven cache validation, and read/write routing patterns with a deterministic Spring Boot demo.

Learn how to measure semantic cache effectiveness beyond hit rates by validating answer quality, tracking provider-call avoidance, comparing latency across cache paths, and evaluating Oracle True Cache read-path behavior. This guide shows how to separate approved semantic reuse from rejected candidates, build meaningful benchmarks, and create reliable measurement frameworks for Oracle AI Database 26ai semantic caching architectures.

Discover how Oracle Backend for Microservices and AI (OBaaS) 2.1.0 provides a shared backend foundation for microservices and AI-enabled applications, helping teams standardize gateways, observability, messaging, configuration, workflow coordination, and Oracle AI Database integration.

A practical benchmark comparing five semantic caching modes using Oracle AI Database 26ai and Oracle True Cache. Explore LLM call reduction, token savings, latency improvements, cache-hit performance, and remote-primary deployment behavior.

Explore the major platform updates in Oracle Backend for Microservices and AI (OBaaS) 2.1.0, including Gateway API and Envoy Gateway adoption, OpenTelemetry support, Spring Config Server, Kafka via Strimzi, MicroTx Workflow, CloudBank v5, and enterprise deployment enhancements.

Learn how Oracle Backend for Microservices and AI (OBaaS) can be deployed across OCI, Kubernetes clusters in other clouds, and hybrid or on-premises environments. Understand when to use OCI Magic Button versus Helm and what platform teams should evaluate before adoption.

Key Takeaways Oracle Backend for Microservices and AI 2.1.0 is a platform modernization...