Blog
Insights on the Internet, AI, and Data in Human Society
AI Is Splitting Agriculture Between Autonomous Systems and Human Judgment
The most exposed agricultural jobs are repetitive, measurable, and machine-operable. The safest jobs still depend on trust, field improvisation, biolo...
AI Is Entering the Refinery Through the Control Room, Not the Pipe Rack
In oil refining and coal products, AI is strongest where the work is optimization, scheduling, measurement, and lab analysis. It is weakest where the...
AI Can Run the Cigarette Line, But It Cannot Replace Taste, Craft, or Regulation
Tobacco manufacturing is already highly automated at the production edge, yet the industry's most valuable human work still sits in sensory judgment,...
AI Is Creating a Two-Speed Labor Market in High-Tech Manufacturing
The factory floor is automating fast, but the frontier engineering layer still depends on physics, regulation, and high-cost judgment.
AI Is Automating Light Manufacturing, But Not the Craft
In paper, printing, furniture, cosmetics, and plant operations, AI is stripping labor out of repetitive production first. The work that survives is th...
Light Industry Is Splitting Between Automation and Craft
AI now dominates rigid, high-volume workflows such as filling, cutting, grading, and textile inspection, while flexible materials and sensory judgment...
Heavy Industry’s Second Wave Belongs to Control Systems
The next jobs to compress are repeatable industrial operations, while system architecture, integration, and unsafe edge cases remain stubbornly human.
Heavy Industry Still Has a Physical Moat
AI is moving fastest through supply chains, quality control, and CNC workflows, but the factory floor still resists full replacement where danger, coo...
BPO Is Not Disappearing. It Is Being Rebuilt as an Agentic Operations Industry.
The work is splitting between machine-run execution layers and human layers for escalation, negotiation, transformation, and trust.
AI Is Hollowing Out the Entry Layer of Finance, Not Replacing Financial Accountability
Banking, investing, insurance, and finance operations are deeply exposed because they run on data. Regulation, liability, and human trust still stop A...
AI Is Collapsing the Bottom Rungs of IT and Software Work
The biggest losses are already showing up in junior coding, manual QA, L1 support, and routine operations. The safer zones are architecture, leadershi...

I Analyzed 71 Legal Roles for AI Replacement. The Industry's Real Crisis Isn't Job Cuts — It's the Hollow Pyramid.
Harvey AI hit $190M ARR in two years. Baker McKenzie cut 700 people. But if AI eliminates junior roles, where do future partners come from? Harvey AI...