ICML Paper Reveals Dynamic Agent Workflow Graphs at Runtime, Cutting Memory Usage by 75%
springrod · x · 2026-07-30
Spring Framework founder Rod Johnson discusses a cutting-edge agent architecture from an ICML paper and validates the core design of his open-source framework, Embabel.
- Dynamic workflow graphs: The paper proposes breaking workflows into reusable atomic operations stored in a shared graph, dynamically generating task-specific workflows at runtime to replace static hard-coding.
- Performance: This architecture performs better across five benchmarks and reduces memory usage by around 75% (4x lower).
- Embabel implementation: The Embabel Agent framework already implements this design, using GOAP (Goal-Oriented Action Planning) to prove paths to a goal and replan as the world changes.
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