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workforce

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AI Workforce Transition Plan: Retraining Before Layoffs

·5 min read

AI Workforce Transition Plan: Retraining Before Layoffs

Build an AI workforce transition plan for a small team: map tasks, retrain or redeploy first, find WIOA training money, then check WARN notice rules.

workforceretrainingwarn-acthr-compliance
AI Agent Workforce Policy Template for HR Teams

·11 min read

AI Agent Workforce Policy Template for HR Teams

When AI agents start replacing roles, you need a written policy first. Template covering displacement notice, human oversight, and appeals.

AI vs Human Cost: TCO Worksheet Before You Cut a Role

·11 min read

AI vs Human Cost: TCO Worksheet Before You Cut a Role

4 hidden costs an AI vs human cost worksheet must catch: oversight, errors, integration, pricing risk. Clear the 5-question checklist first.

Before You Call Layoffs an AI Story: The Microsoft Test

·5 min read

Before You Call Layoffs an AI Story: The Microsoft Test

Microsoft cut 4,800 jobs and called it an AI story, even as its stock fell 30% in nine months. What should you ask before doing the same?

AI Workforce Displacement and the WARN Act in 2026

·8 min read

AI Workforce Displacement and the WARN Act in 2026

Do AI layoffs trigger WARN Act notice? Yes, plus new state AI rules in 2026. A compliance map for HR and legal teams handling AI workforce displacement.

Anthropic's AI Tax Idea and the Sanders Bill: What It Means

·8 min read

Anthropic's AI Tax Idea and the Sanders Bill: What It Means

Is an AI tax for universal basic income coming? Amodei's proposal and Sanders' bill signal new enterprise governance and disclosure rules in 2026.