Uncle J's Insider
Uncle J's Insider
Not a post pile. Insider is organized by reading paths: AI Organization OS, AI HR, Agentic Engineering, and real product samples.
After AI Goes In, Do You Cut Headcount?
Most CEOs will not say it out loud. But the real question running in the background is:
A Knowledge Base Is Not a Document Library. It Is Your Agents' Organizational Memory.
Most companies, when they think about a knowledge base, still picture getting information into one place.
AI Adoption Is Not a Tool Purchase — It Is a Rewrite of Your Organization's Constitution
Most companies go through the same motions when adopting AI. The budget gets approved. Employee accounts get provisioned. Vendor demos get watched. A few rounds of internal training get scheduled. Sev
The Demo Worked. So Why Is the Organization Still Stuck?
Among the most dangerous moments in an AI demo is not when it fails.
Human-in-the-Loop Is Not a Button. It Is an Accountability Mechanism.
Many organizations believe they have already implemented human-in-the-loop.
Employees Are Sharing AI Screenshots Every Day. Your P&L Hasn't Moved an Inch.
Work channels are full of AI activity. Someone shares a competitive analysis. Someone posts a polished proposal. Someone shows a data summary that used to take two days and now took half an hour.
Money Won't Fix This: The Decision Vacuum That Follows Every AI Deployment
There is a case that stayed with me for a long time.