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AI changes how architects and developers work

Digital transformation and innovation · Published on 12 October 2026 · Source: InfoQ (AI, ML & Data Engineering)

News item content

Content generated automatically by AI from InfoQ (AI, ML & Data Engineering)

What happened

The conversation between Michael Stiefel and Joy Ebertz focuses on the impact of artificial intelligence on software development. It highlights that architecture work requires long-term thinking, attention to requirement ambiguity and the ability to connect technical goals with business goals.

AI is presented as useful, but also as creating new demands: goals must be explained clearly to AI agents and tests must be written without ambiguity. The text also raises the question of how to handle changes in existing systems, especially older code bases where the original requirements are no longer clear.

The conversation also stresses that the industry has not yet found a solid way to train future software engineers, because AI is taking over tasks that once served as training for junior profiles. In practical use, the text distinguishes between less critical applications, where more flexibility is accepted, and essential systems, where human validation remains decisive.

Key points

  • AI is changing how architects and developers work.
  • Unclear requirements become even more problematic when AI takes part in development.
  • Human validation remains central, especially in essential systems.
  • The industry is still looking for a way to train new engineers in a context of growing automation.

Why it matters for your organisation

For organisations, the message is that adopting AI in development does not remove the need for architecture, discipline and clarity. On the contrary, it increases the value of people who can define boundaries, translate goals and validate results rigorously.

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