Data Bricklaying Diary
Nov 12, 2026 · R&D Management
Beyond Feature Delivery: Evaluating Team Contributions in AI-Augmented Development
The article argues that team contributions in AI-assisted development should be evaluated across multiple dimensions—business delivery, shared improvements, engineering judgment, collaboration, and long-term maintenance—using verified adoption and impact rather than simplistic metrics like code volume or tool counts, and emphasizes recognizing invisible work like cleaning outdated rules and maintaining platforms.
AI agentsDORA metricsHarness
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