AdaptiveFlow is a lightweight Java 21 library for executing task DAGs using virtual threads, offering a fluent API for workflow definition with automatic validation, topological sorting, and type-safe result handling—eliminating the need for heavy frameworks or configuration.
An article describing a system for simulating task execution using directed acyclic graphs (DAGs) with single and multi-agent swarm approaches. The DAG models autonomous agent exploration where steps unlock sequentially, with values determined by parent improvements plus random variation. The system generates realistic task structures similar to language model pretraining recipes, measuring performance through coverage and best-score metrics.