Why are we using cli wrappers if you're using Claude Code? I get if you need something like Codex but they released sub agents today so maybe not even that, but it's an unnecessary wrapper for Claude Code.
So that you can have a fresh context for every little thing. These harnesses basically marry LLMs with deterministic software logic. The harness programmatically generates the prompts and stores the output, step by step.
You never want the LLM to do anything that deterministic software does better, because it inflates the context and is not guaranteed to be done accurately. This includes things like tracking progress, figuring out dependency ordering, etc.
Wrappers are useful for some tasks. I use ralph loops for things that are extremely complicated and take days of work. Like reverse engineering projects or large scale migration efforts.
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