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While some developers report that AI coding agents reduce maintenance costs by modernizing legacy code and automating testing, others warn that generating poorly understood code actually increases outages and technical debt. Consequently, participants emphasize that maintainability must remain a core engineering responsibility to ensure AI genuinely decreases rather than exacerbates long-term software maintenance burdens.

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