
Employees work alongside AI every day and the handbook says nothing. The missing chapter covers disclosure, accountability, data, and delegation boundaries.

Brokerages sell leverage. AI agents just made leverage cheap enough to give every agent on the roster, and that changes recruiting, retention, and the split conversation.

Five voices from one hiring push: 40 hires in a quarter with a talent team of five, AI agents on the coordination work, and humans on the judgment calls.

Field productivity is not the margin problem. Coordination is. AI agents are absorbing the clerical layer of construction coordination, and the GCs who move first keep the margin.

A talent leader put her 2021 recruiter job posting next to this year's version. The annotations show what AI agents took over and what the human job became.

Bias, black boxes, regulators, gaming, and dehumanized hiring. Five serious objections to AI candidate ranking, taken as seriously as the HR director who raised them meant them.

Lewin promised the change would refreeze. AI agent rollouts never do. Why the event model of change management is giving way to a standing organizational function.

An agent can perform work, but it cannot hold accountability. How to map ownership, delegations, and review obligations before the first bad incident instead of after it.

A new engineer keeps a diary of her first month at a company where an onboarding agent runs the checklist. Access sorted before day one, questions never rationed, feedback folded in.