Tagged articles

engineering governance

3 articles · Page 1 of 1

Jul 20, 2026 · R&D Management

Vibe Coding Pitfalls: How AI‑Driven Rapid Development Turned Into System Chaos

A team that relied entirely on AI tools like Codex to rush a multi‑channel customer‑service chatbot into production ended up with unreadable code, endless bug‑fix loops, performance crashes, and a loss of engineering control, illustrating the hidden risks of AI‑only development.

AI codingAI-assisted developmentcode maintainability

0 likes · 5 min read

Vibe Coding Pitfalls: How AI‑Driven Rapid Development Turned Into System Chaos

AI Step-by-Step

May 4, 2026 · R&D Management

How to Give AI Coding Agents a Global Constitution

The article explains why teams using multiple AI coding agents need a top‑level CONSTITUTION.md to capture stable engineering principles, decision hierarchy, autonomy boundaries, quality gates, and revision processes, and shows how to structure, write, and propagate it across tool‑specific files.

AI AgentsCONSTITUTION.mdR&D Management

0 likes · 16 min read

How to Give AI Coding Agents a Global Constitution

Yunqi AI+

Mar 20, 2026 · R&D Management

How AI Is Redefining Product‑Development Collaboration and Turning Knowledge Into Organizational Assets

The article analyzes how AI reshapes product‑development workflows, forces a redefinition of the product manager role, pushes demand clarification ahead of engineering, upgrades governance, and shifts competitive advantage from manual delivery to structured knowledge assets, offering concrete recommendations for organizations entering the AI era.

AIKnowledge Assetsengineering governance

0 likes · 15 min read

How AI Is Redefining Product‑Development Collaboration and Turning Knowledge Into Organizational Assets