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Large Language ModelsAI Coding AssistantsZenn AI/MLPublished: Oct 6, 2026, 22:00 JST

Developer builds OSS "AX Code" to compare multiple AI Coding Agents

Developer builds OSS "AX Code" to compare multiple AI Coding Agents

3 Key Points

  1. What happened

    A developer working across Claude Code, Codex and other AI Coding Agents built AX Code, an OSS environment that runs each agent separately so results can be compared and checked in testing.

  2. Why it matters

    Managing several agents in one workflow is awkward when each runs in its own setup, so a shared place to compare and verify their work could make that split practical.

  3. What to watch

    The developer is not sure this tool is really necessary and is asking other users of multiple AI Coding Agents what they find most troublesome, so its usefulness depends on their answers.

WHO IT HITSDevelopers who already run several AI Coding Agents side by side, and those weighing whether separate environments and result comparisons are worth the setup.

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Context & Analysis

The developer behind AX Code arrived at the idea from their own workflow: they use Claude Code, Codex and other AI Coding Agents alongside one another, assigning broad implementation to one, design and refactoring to another, and review to a third. Running several agents, each in its own environment, became cumbersome, and AX Code was built to run them in separated environments so results can be compared and verified through testing.

What makes this item unusual is the creator's own doubt. They ask whether the tool is truly necessary, noting that other ways already exist to see what an agent did, and say that a simple claim of managing AI work history would not be worth much. That skepticism shapes the next step: rather than presenting a finished answer, the developer is asking people who actually use multiple AI Coding Agents what they find most troublesome — separate environments per agent, handing work between agents, comparing multiple results, verifying implementation results, or seeing no need to use several agents at all. They add that a "this isn't necessary" response is perfectly fine.

How the project develops therefore hinges less on the tool's features than on whether working developers describe a pain it genuinely addresses. If they do, AX Code may find a role as a shared place to run and check multiple agents; if their answers point elsewhere, the creator's own hesitation may prove well founded.

FAQ
What is AX Code?
AX Code is an OSS development environment that runs multiple AI Coding Agents in separated setups so their results can be compared and checked in testing.
Why is the creator unsure about AX Code?
The creator feels that simply managing AI work history may not be very meaningful, and wants to hear from people who actually use multiple AI Coding Agents.

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