
JAZ, Copilot SDK, and Why LLMs Write Better Java
From airhacks.fm podcast with adam bien by Adam Bien
June 3, 2026 · 1h 17m · Episode 399
About this episode
The episode features a discussion with Bruno Borges about the JAZ command launcher for Java and various cloud and AI technologies.
An airhacks.fm conversation with Bruno Borges ( @brunoborges ) about: discussion about the JAZ command launcher for Java , JVM tuning and default ergonomics for containers versus dedicated cloud environments, replacing the Java launcher with jaz in container images, supporting Java 8 to 25, maximizing resource utilization on kubernetes to reduce waste, running Java on Azure Functions , Azure App Service deploying a fat JAR without a container image, Azure Container Apps as a platform on AKS without YAML , Azure Kubernetes Service and AKS Automatic , Bicep as infrastructure as code, deploying a JAR to Kubernetes via OCI artifacts and a custom operator, Microsoft Foundry and the Microsoft Agent Framework , Semantic Kernel learnings, the Copilot SDK for Java communicating with headless CLIs, A2A and ACP protocols and MCP , agents as microservices with scoped tasks, guardrails, and sandboxing, per-agent model selection for cost and reasoning trade-offs, observability and traceability between agents with opentelemetry , grounding LLMs against MicroProfile , Jakarta EE , JAX-RS normative RFC 2119 specifications for hallucination-free Java code generation, the Boundary Control Entity…
People in this episode
Host: Adam Bien
Guest: Bruno Borges
Topics covered
- Java command launcher
- JVM tuning
- Kubernetes resource utilization
- Azure cloud services
- AI and LLMs
- Java code generation
- Infrastructure as code
Keywords
- JAZ
- Java
- Kubernetes
- Azure
- Copilot SDK
- LLMs
- JVM tuning
- infrastructure as code
- GitHub Copilot
- Java code generation
Mentioned in this episode
Organizations: Azure Functions, Azure App Service, Azure Container Apps, Azure Kubernetes Service, Microsoft Foundry, Microsoft Agent Framework
Products: Copilot SDK, JAZ, Java, Visual Studio Code, GitHub Copilot, Bicep, org.json
Books & works: Jakarta EE, JAX-RS
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