Dynamic workflows are a generalization of harnesses， automations， loops， routing， and graphs.
It's the most powerful feature I have built into my agent orchestrator.
Supports all kinds of patterns that leverage different agent backends （claude， codex， pi， hermes，…）.
It's a meta-harness approach that unlocks new forms of test-time compute.
Example of use cases it supports：
LLM councils to get different perspectives from LLMs or plan more intensively
Dynamically routing tasks to different agents based on needs （e.g.， cost efficiency and optimal intelligence）
Advisor/Judge + executor workflows and pretty much any complex graph-based pattern required by the task. I find it especially useful for long-running work and code reviewing.
Agent teams that talk to each other if needed for the task. I like to use this for AI editing， artifact creation， and other creative tasks.
And I am sure it supports so many things that I haven't discovered yet.
I got inspired by the dynamic workflow feature released by the Claude Code team. I had actually built it earlier this year but wanted to generalize it across different agent backends. I think this is going to become more popular in the coming days. I will share more of my findings soon.