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Dev.to
Dev.to
7/15/2026
Codex subagents are almost great. So I finished the orchestration layer myself.

Codex subagents are almost great. So I finished the orchestration layer myself.

Short summary

The author uses Codex daily and finds native subagents promising but inconsistent across surfaces (desktop, CLI, tool-backed sessions). V1 is stable but lacks reliable per-child control over model, reasoning effort, and token budget; V2 is more ambitious but still behind a feature flag. The author built a custom orchestration layer to gain programmatic control over worker selection, model choice, and budget allocation.

  • Codex subagents work in parallel but capabilities vary across desktop, CLI, and tool-backed surfaces
  • V1 is stable but lacks reliable per-child model/effort/budget control; V2 is still experimental
  • Author built a custom orchestration layer for precise programmatic control over multi-agent workflows

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