AI in Software Delivery: Targeting the System, Not Just the Code

This episode advocates for a system-wide perspective when adopting AI in software development, extending beyond mere code generation to encompass the entire value stream.

Recent studies show initial productivity dips and extra effort with AI tools, but this is just a transitional phase, not a failure of the technology. Robust delivery metrics, like those from SEI tools or Value Stream Management platforms, are key to pinpointing bottlenecks where AI can drive the greatest impact, avoiding indiscriminate application.

Ultimately, the conversation advocates for intentional AI adoption grounded in measurable outcomes across all roles within the delivery system, including product, QA, architecture, and even business functions, to achieve sustained competitive advantage.

Link to the article: AI in Software Delivery: Targeting the System, Not Just the Code, originally published August 09, 2025.

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