Java 21+ and AI: Virtual Threads or CompletableFuture?
If you're integrating LLMs (OpenAI, Gemini, Claude) into your Java application, this decision matters.
The rule is simple:
→ Need to make multiple parallel calls to an AI API? Virtual Threads. Sequential code, automatic scaling, no callback hell.
→ Need to compose a pipeline (classify → summarize → translate)?
CompletableFuture. Chaining, fallback, fine-grained error control.
The most common mistake? Using CompletableFuture for a simple call. Virtual Threads do the same with half the code.
What's your approach? Drop it in the comments!
#java #java21 #virtualthreads #ai #springai #microservices #backend #developer
By the great Adib Saikali from VMware by Broadcom !