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Developer builds simple multi-agent workflow by copying outputs between Claude Code and Codex

A developer describes a low-tech multi-agent workflow where they manually copy outputs between Claude Code and Codex to get second opinions on code plans and PR reviews. The approach highlights the friction of coordinating multiple AI agents without native inter-agent communication.

6 engagement·1 source·Sun, Jul 12, 2026, 12:31 PM
The developer recounts a week-long experiment where they used Claude Code to generate a plan, then pasted the entire output into Codex for a second opinion. Similarly, for PR reviews, they would have one model review the diff and then hand the same diff to another model. While copying context was easy, the real problem emerged when the second model returned ten suggestions, forcing manual triage. The post reflects a common pain point in multi-agent workflows: lack of structured communication between agents.

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Claude Code(tool)Codex(tool)

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