platform maintenance

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rather than simplistic metrics like code volume or tool counts, and emphasizes recognizing invisible work like cleaning outdated rules and maintaining platforms.