The Ralph Wiggum technique uses a simple bash loop to continuously re-prompt AI coding assistants like Claude Code, preventing them from stopping prematurely. By feeding the same prompt repeatedly, the AI iterates on the project until completion, making it particularly effective for infrastructure-as-code projects with clear
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The problem with AI coding assistantsWhat if we just do not let it stop?How the Ralph loop worksWhy Pulumi is perfect for RalphThe experimentThe resultsBest practices for Ralph with PulumiThe honest assessmentTry it yourselfOr try Pulumi Neo: Ralph built-inResourcesSort: