Topic 01

Organization and Management in the AI Era

How AI changes coordination, accountability, team design, and organizational effectiveness.

6 essays · 4 decision cards, 1 content card

Explore this topic in Chinese

Start from the question you have

The numbers are essay numbers; they do not indicate a reading order.

01Which work should go to agents, and which still needs people?Start withAI Agents Are Here. Is Managing a Team Finally Going to Get Easier?Decision Card 01
07Everyone got faster, yet delivery and business results did not improve?Start withAI Is Making Everyone Faster. Why Isn’t the Business Performing Better?Decision Card 07
08What AI builds can be demoed, but not delivered as it stands?Start withIn the Age of AI, Everyone Is a Project Manager Content Card 08
10The proposal went through many rounds. Why is the direction still wrong?Start withDon’t Just Make AI Follow You—and Don’t Just Follow AI Decision Card 10
14Why might the employees who use AI best resist the company’s AI rollout?Start withThe Employees Who Use AI Best May Resist the Company’s AI Rollout Most Decision Card 14

How to keep reading

Follow a question onward, or read a related essay side by side.

AI does more. Why has the company not become stronger?

07AI Is Making Everyone Faster. Why Isn’t the Business Performing Better?Look at the result across the whole business lineRead on04You May Have Been Doing the Math on AI Wrong from the StartLook at where capacity goes and the full cost

Essay 07 looks at whether the whole business line delivers faster with less rework. Essay 04 then looks at where the released capacity goes, and the three ledgers of input, value, and fallback.

Before AI takes on a formal task, what do you need to specify first?

08In the Age of AI, Everyone Is a Project ManagerDefine the goal, information, boundaries, and acceptanceWhen this happens03When material is plentiful but the point is missedThe More You Give AI to Read, the More It May Miss What Matters

First state the goal, information, boundaries, and acceptance criteria before formal delivery. If plenty of material still leads AI to miss the point, turn to Essay 03 to review the criteria. This is a branch for a different problem, not a fixed second step.

The requirements are clear. Why does the proposal keep going in circles?

10Don’t Just Make AI Follow You—and Don’t Just Follow AIExamine the frame both sides started withCompare03The More You Give AI to Read, the More It May Miss What MattersDefine the analysis purpose and criteria

Essay 10 examines the frame both sides started with; Essay 03 defines the purpose of the analysis and the criteria. The two are a contrast: state the task clearly, while allowing those premises to be questioned with evidence.

Across topics

How can employees tell whether AI is worth using, and why might they resist a company rollout?
This relation starts from essay 13; the full explanation is inAI Adoption and Business Decisions.

Everything in this topic

6 essays · 4 decision cards, 1 content card

Essays

14The Employees Who Use AI Best May Resist the Company’s AI Rollout MostOctober 1, 20267 min read
11Removing the Weakest Link in My Work with AI AgentsSeptember 14, 20268 min read
10Don’t Just Make AI Follow You—and Don’t Just Follow AISeptember 10, 20266 min read
08In the Age of AI, Everyone Is a Project ManagerAugust 26, 20267 min read
07AI Is Making Everyone Faster. Why Isn’t the Business Performing Better?August 20, 20266 min read
01AI Agents Are Here. Is Managing a Team Finally Going to Get Easier?May 21, 20266 min read

Cards

14Decision Card 14The company needs their experience; they need a future of their own.Related essay
10Decision Card 10Let people and AI review each other’s framing instead of perfecting the same assumption.Related essay
08Content Card 08One sentence can start the work. That does not mean it can deliver the result.Related essay
07Decision Card 07AI accelerates production, but it may push the bottleneck downstream—to review, coordination, and decision-making.Related essay
01Decision Card 01Begin with the nature of the work. Then decide who should do it.Related essay