
Claude Code Dynamic Workflows: Fan-Out, Priced
Three agents, three files, 71,835 tokens. The session that did the work itself was faster, four times cheaper, and the only fan-out arm that got every number right.
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Three agents, three files, 71,835 tokens. The session that did the work itself was faster, four times cheaper, and the only fan-out arm that got every number right.

The documented depth-limit refusal never fired. At the cap, the Agent tool is absent from the tool list and the agent says so in its own words.

One backgrounds the agent, one backgrounds a command. A 15-second job inside a 6.6-second session came back killed — twice, with a control that passed.

With no GitHub integration installed, a repository question took one tool call. A pull request question took three, crossed two shells, and returned NOT_AVAILABLE.

A six-word style worked in all three arms. The material difference was whether Claude Code retained 750 tokens of coding instructions.

One Shopify plugin, 22 skills, two hooks, and a 2,369-token charge before invocation. The inventory is the installation decision.

A dependency-free Node status line that survives startup nulls, malformed JSON, and Windows. Twenty-five cold starts measured 67.6 ms median.

Explore is not measurably faster or cheaper than the general-purpose agent on a plain codebase search. It is the agent working without your project instructions, and it is not read-only.