3 posts filed under this tag.
Fully autonomous agents are hard to bound, hard to test, and expensive to operate. A deterministic backbone with narrow agent steps gives you the control flow back while keeping the intelligence where it matters. Here is how to design, test, and migrate toward it.
Most AI memory benchmarks grade on recall and stop there. That hides the real failure mode: stale facts quietly poisoning the context window. Here is a lifecycle-based evaluation framework that tests recall, revision, and controlled forgetting across the change points every long-lived project goes through.
JEP 491 removed the `synchronized` pinning problem that kept virtual threads out of production. The interesting question now isn't whether to enable them — it's which bottleneck shows up next. A field guide for Spring Boot / Kotlin services running on JDK 24+.