Anthropic has shared more detail on the orchestration system behind Claude Code’s Dynamic Workflows, according to InfoQ. The feature generates custom execution harnesses that coordinate teams of AI agents for complex tasks.
The approach points to a shift in coding-agent design: rather than relying on one long-running assistant, systems can generate temporary structures for task decomposition, execution, and review.
For software teams, the key question will be whether these harnesses make agent work more reliable and auditable, especially on large codebases where uncontrolled autonomy can become risky.