AI has made prototyping fast but has not yet joined it to the workflow, so at any real scale the handoffs between functions are still there.

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• With AI, work is moving up the layers of abstraction, but the more context someone has about how things work under the hood, the better equipped they are to debug and build resilient things. FGFlora Guo25 Mar 2026
• The way designers still think about handoff may be slightly skeuomorphic, and there is a world, maybe within 6 to 12 months, where design is purely handed off to the engineer's agent. EBEd Bayes9 Sept 2026
• AI models are not yet capable of producing great code DHDavid Heinemeier Hansson16 Dec 2024
• We are still retrofitting the tools we already had onto workflows we have only imagined, instead of designing for how people will actually work with AI. CHChip Huyen29 Mar 2026
• AI has moved the programmer's bottleneck from writing code to having good design ideas, and there is no verification loop for a design idea. MNMichael Nielsen7 Apr 2026

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