BestHub
Sign in
Tagged articles

design baseline

2 articles · Page 1 of 1
Data Bricklaying Diary
Data Bricklaying Diary
Sep 4, 2026 · R&D Management

Why AI-Native Development Needs an Executable Artifact Chain, Not More Specs

The article argues that in AI-native development, value lies not in generating more specification documents but in creating a traceable artifact chain linking business intent, requirements, design, plans, code, and evidence — with clear authoritative sources, state management, and dependency-based invalidation propagation to prevent agents from working on stale rules.

AI-Native DevelopmentArtifact ChainEntry-Exit Criteria
0 likes · 14 min read
Why AI-Native Development Needs an Executable Artifact Chain, Not More Specs
Data Bricklaying Diary
Data Bricklaying Diary
Aug 9, 2026 · R&D Management

Beyond Multiple Chats: Real Role Division in AI-Assisted Development

The article presents a case study of separating architecture and development roles in AI-assisted programming, emphasizing decision boundaries, design baselines, deliverables, and evidence-based handoffs. It shows how architecture handles requirements and design while development implements, with gaps returned to architecture, and how mid-project changes require unified baseline updates to avoid conflicting local facts.

AI-assisted developmentGraph EngineeringSDD
0 likes · 21 min read
Beyond Multiple Chats: Real Role Division in AI-Assisted Development