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Brownfield environments often provide better outcomes for AI agents than greenfield projects. Existing code and documentation offer the context and constraints that guide agent behavior, improving accuracy and integration.

Impact: Lowers the barrier to AI adoption in legacy systems, making it easier to modernize existing codebases.

— from Agentic Coding Enterprise Adoption Strategy · HMZE· Feb 11, 2026