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From Projects to Products in the AI Age: Why Ownership Matters More When Prototypes Are Free

Community description: TLDR: AI has made prototypes, POCs and MVPs cheap — a plausible demo in days. What has not gotten...

Dev.to | Sep 13, 2026 | Debashish Ghosal

Automated excerpt

That is the stewardship model Team Topologies calls essential for AI: every workflow governed by a long-lived team (Stewardship for AI Age, Aug 2026). Stable teams compound because context persists. How AI Tilts It Both Ways Positive — AI makes the product model affordable. Unowned AI prototypes become shelfware or, worse, production code that expands the attack surface (Team Topologies AI Age). The same power that lets a stable product team compound value lets a temporary project team compound debt.

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