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Dev Tools · 2h ago

Multi-agent AI pipeline auto-generates and refines code in a loop

By Meridian48 News Desk · Summarised from DEV Community ·

A developer built a pipeline where one AI agent writes Python code, a second scores it, and a third refines it until it hits a 9.6/10 threshold. The system uses Claude Opus 4-8 for generation and runs up to three refinement cycles. Accepted code is executed as a child process, demonstrating an automated code improvement workflow.

Meridian48 take
The approach is clever but limited by the scoring agent's subjectivity and the narrow task; real-world code quality is harder to automate.
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Self improving code using the agentic evaluator workflow →
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