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AI in enterprise SDLC only works when Context, Constraints, and Collaboration are engineered

Afzal Shaikh·Dev.to·2h ago·1 min read

AI in enterprise SDLC only works when Context, Constraints, and Collaboration are engineered

Afzal Shaikh·Dev.to·2h ago · Tuesday, April 21, 2026·1 min read

Most AI adoption in SDLC improves local productivity. Enterprise delivery fails for a different reason. It violates the 3C model: Context, Constraints, and Collaboration.

Consider a modernization example: Context: Eligibility and approval rules existed across legacy code, PDFs, and tribal knowledge. AI-assisted discovery extracted them accurately. Constraints: Architects made a deliberate decision

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AI in enterprise SDLC only works when Context, Constraints, and Collaboration are engineered — FeedCast