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Ideas on AI twins and the future of work
Perspectives on digital twins, agentic AI, and how enterprises are reshaping how their people work.

Your New Hires Are AI Agents. Who's Onboarding Them?
40% of enterprise apps will ship AI agents by end of 2026. Most will fail — not on intelligence, but on missing context. The fix looks a lot like human onboarding.

From Copilots to Colleagues: Why 2026 Is the Year AI Agents Join Your Team
Gartner predicted 40% of enterprise apps would embed AI agents by end of 2026—up from less than 5% in 2025. That forecast is now playing out. The question isn’t whether to deploy agents. It’s how to orchestrate them without creating chaos.

The Great Manager Reboot: Why AI Won’t Replace Middle Managers—But Will Transform Them
Gartner predicted 20% of organizations would use AI to eliminate half of middle management roles by 2026—and that forecast is now playing out. Here's why the smart companies are doing the opposite.

The Performance Review Crisis: Why AI Bias Detection Is Non-Negotiable in 2026
AI-driven reviews reduce bias by up to 50%—but only if you build the right safeguards. Here's what the latest regulations and research demand.

Why AI Digital Twins Are the Future of Enterprise L&D
Your employees have 24 minutes per week for training. That's it.