AI Insights & Articles
Thoughts on AI transformation in project management
I Used AI to Save an Agile Team 6 Hours in One Sprint — But That Was Not the Real Win
AI can help Agile teams save time by speeding up meeting summaries, backlog refinement, acceptance criteria writing, and sprint preparation. But the real value is not only productivity. The bigger value is that AI helps teams see weak assumptions earlier and ask whether the sprint is truly solving the right problem. In the AI era, Agile should become the enterprise’s learning system, helping teams validate assumptions, protect priorities, improve decision quality, and avoid moving faster in the wrong direction.
When AI Agents Get Stronger, BAs Become More Critical
As AI agents become increasingly capable of handling workflow execution, requirements drafting, and operational coordination, many assume the Business Analyst will become less important. In reality, the opposite may be true: the faster AI can act, the more organizations need someone to validate whether those actions are aligned with business reality and strategic intent. The Business Analyst is uniquely positioned to interpret the gap between the current and future states, evaluate trade-offs, and decide where human judgment must remain in the loop. In the next five years, this role may evolve from a support function into one of the enterprise’s most important decision-quality checkpoints. The companies that thrive will not be those that simply deploy more AI, but those that know exactly where human gatekeeping still matters most.
Feeling Unimportant? The PM Mayor's "Extreme Agency" Survival Guide for Project Managers in the AI Era
Recently, a brilliantly relatable piece of dark humor has been circulating online. It perfectly captures the four stages of "epiphany" most people experience after they finally learn how to use AI Agents effectively: 1. **You realize you don't actually have that much important work to assign to the AI.** 2. **You realize you don't have that much important work, period.** 3. **You realize you are not important.** 4. **Thank goodness the boss hasn't noticed yet.**
Is GUI Dead for AI Agents? The Full-Stack Agile Revolution Powered by CLI
Don't Let Agile Become an Empty Slogan! How AI Agents and CLI Give PMs the Superpower of "One-Click DevOps" to Reclaim Product Control Every day, I watch the industry talk endlessly about "Agile Transformation" and adopt various agile frameworks. As a Global AI SME, I often sit in these meeting rooms, breaking a cold sweat. Most of the time, we chant the agile mantra, hold our Daily Standups, and cover walls with Kanban boards, but in reality, the only true agility happens in "frontend development."
Why PMs Must Embrace Vibe Coding
In this era of rapid AI acceleration, as a Global AI SME, I’ve been closely observing the paradigm shift in project collaboration. Lately, I've been hearing a common refrain from some of my engineer friends: "Project Managers don't need to learn Vibe Coding (natural language programming)—just write clear requirements." Some even dismiss it as a gimmick or PMs trying to encroach on their territory.
Empowering Education with AI — How I Built a Simple App to Let Kids Generate Their Own Project Charters
In this era of rapid AI advancement, as a Global AI SME, I constantly ask myself: What core survival skills does the next generation truly need? I firmly believe that Project Management (PM) and Business Analysis (BA) are not just job titles—they are the universal languages of the future. They are essential skills for organizing resources, defining problems, and leading machine collaboration amid automation. However, while children are often full of creativity and imagination, they often lack the structure to turn those ideas into effective outcomes. They struggle to organize a complete project activity from start to finish. This was my motivation for building this application—to provide an AI-driven "Little Mentor" that helps turn their sparks of creativity into concrete action plans.
Why Take the PMP® (2026 Edition)?
Is the PMP certification still relevant in the age of AI? As PM Mayors, my answer is a resounding YES—but the game has changed. With the 2026 PMP Exam Content Outline (ECO) shift, the focus has moved from simple process adherence to "Business Acumen" (now 26% of the exam!) and AI mastery. The modern PM isn't just a task manager; we are strategic leaders who orchestrate human-machine collaboration. Read my latest analysis on why the 2026 PMP is your ultimate career "power-up" and how to navigate this paradigm shift.
The New Paradigm of Project Management in 2026: From Vibe Coding to Agentic Engineering — Commanding AI Armies to Let a Thousand Flowers Bloom
In 2026, Project Management has evolved from managing human resources to orchestrating AI agents like Openclaw. The new workflow requires PMs to adopt a "Let a thousand flowers bloom" strategy during planning—allowing low-cost AI experimentation without immediate ROI pressure—while enforcing strict "Agentic Engineering" oversight during execution. PMs must act as "Technical Auditors" using "Brain Dumping" to transfer context to AI, and finally serve as "Curators" who prune the chaotic AI output into a cohesive, high-value product.
