Python is still the language most people associate with AI.
But in an episode of The Marco Show, Josh Long argues that the JVM may be positioned for production AI applications.
🔸 TL;DR
Java is not replacing Python everywhere.
But the JVM could become one of the best platforms for secure, maintainable AI applications around existing business workflows.
🔸 JAVA DOES NOT NEED TO REPLACE PYTHON
Python remains dominant for model training, data science and ML research.
But building an AI-powered business application is different. It requires APIs, security, observability, databases, messaging and integration with existing systems.
That is where the JVM has decades of experience.
🔸 THE VALUE IS IN REAL WORKFLOWS
Josh highlights a report suggesting that 95% of generative AI projects fail.
The successful 5% tend to be embedded in valuable workflows.
Many of those workflows already run on the JVM, carrying years of:
▪️ Business rules
▪️ Institutional knowledge
▪️ Customer processes
▪️ Production integrations
The opportunity may not be to rebuild everything around AI, but to bring AI into systems where business value already exists.
🔸 MORE CODE IS NOT MORE PRODUCTIVITY
AI can generate code quickly.
But developers must still understand the domain, review the output, test it, integrate it and take responsibility in production.
You cannot fire the AI when it generates bad code. A human still has to say:
“I sign my name by this.”
Clean code, good specifications and maintainability matter more than ever.
🔸 WHY THE JVM IS WELL POSITIONED
For many generative AI applications, talking to models is mainly an integration problem.
Integration is one of the JVM ecosystem’s greatest strengths.
Spring AI, LangChain4j and Embabel are already making AI development more accessible to Java developers.
🔸 TAKEAWAYS
▪️ AI research and AI application development are different.
▪️ Enterprise AI is often an integration challenge.
▪️ Existing Java systems are valuable AI foundations.
▪️ Generated code does not remove human accountability.
📺 Watch the full episode:
#Java #JVM #Spring #SpringAI #GenerativeAI #EnterpriseAI #JavaDeveloper
Go further with Java certification:
Java👇
Spring👇
SpringBook👇
JavaBook👇