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Choosing Java Agentic AI Frameworks: Three Orchestration Paths for One Business Scenario
·2536 words·12 mins
Choosing Java Agentic AI frameworks: Spring AI, LangChain4j, and Embabel implement the same Nutrition Planner workflow with different orchestration layers—hand-written Java concurrency, AgenticServices builders, or GOAP replanning.

Feeding JFR Event Streams to AI: An Engineering Path to Centralized JVM Monitoring and JMX Self-Healing
·2423 words·12 mins
Feeding JFR event streams to AI: an engineering path to centralized JVM monitoring and JMX self-healing—RecordingStream telemetry, LangChain4j multi-agent triage, and remote JMX actions with human-in-the-loop controls.

Frontier AI on the Front Line, Browser Side Channels, and Space-Based GNSS Jamming
·1235 words·6 mins
Frontier AI on the Front Line, Browser Side Channels, and Space-Based GNSS Jamming
