architecture

The Agent Is an Implementation Detail: Task-First Orchestration in Java

Apr 3, 2026

Most agent frameworks require you to define agent personas before you can do any work. The central insight behind AgentEnsemble v2 is that the agent is usually accidental complexity – the task is the actual unit of work.

MapReduce for AI Agents: Scaling Multi-Agent Workloads on the JVM

Mar 30, 2026

AgentEnsemble

When your agent workload is “do the same thing to a list of items and combine the results,” you need MapReduce – not a loop. Here’s how to do it with typed, parallel agent ensembles in Java.

Agent Workflows on the JVM: Typed, Observable, and Composable

Mar 24, 2026

AgentEnsemble

Three properties separate toy agent frameworks from real ones. Here’s how to get type safety, observability, and composability for multi-agent systems on the JVM.