State of AI4SDLC on AI Dev Conf: how AI bridges development bottlenecks (Category AI4SDLC)

Appeared. notebook AI Dev Conf 2026. The point is simple. AI assistants made coding faster, but it didn’t speed up the entire development. The bottleneck did not disappear, but moved up the process: to the quality of the task statement, to the verification of the result and to the operating model of the engineering organization.

The report outlines this shift in steps: Why code generation is no longer a bottleneck Why specification and context are more important than code typing speed What role do evals play as a way to trust the results? What changes from assistants who help a person to agents who move the task?

• and where the work of the engineer and the engineering director eventually shifts.

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