Blog
Insights on the Internet, AI, and Data in Human Society
Will AI Replace Think Tanks? That Is the Wrong Question.
I analyzed 49 roles across the think tank and policy research sector. The conclusion is not simply that “AI will replace think tanks.” That question...

AI Won’t Make the State Smaller. It Will Re-Layer It.
I broke down 59 government and public administration roles. The paperwork layer is compressing fast. But AI is also increasing service demand, moving...
Courts Won’t Hand AI the Verdict First. They’ll Hand It the Bottleneck.
I broke down 56 public-justice roles. Judges, prosecutors, and public defenders remain largely human. The real pressure is building in the clerical, r...

AI Is Not Just Replacing Legal Tasks. It Is Compressing the Invisible Workflow Around Them.
By the time law firms change the org chart, the workflow, pricing logic, and role boundaries have usually changed first. The most misleading way to t...
Robotics and Automation Are Not Becoming an AI Industry. They Are Becoming a Capability Multiplier.
AI helps robots plan, see, and adapt, but the hardest work is still making machines reliable in the real world.
Space Is Still a Human Safety Industry, Even With AI Everywhere
AI can plan missions, analyze satellite data, and optimize systems, but the highest-stakes engineering and operations decisions still depend on human...
Clean Energy Is AI-Augmented, Not AI-Replaced
The sector needs more workers than it can find, so AI is being used to optimize design, maintenance, carbon accounting, and ESG reporting rather than...
Nonprofit Work Is Not Becoming Automated. It Is Becoming More Polarized.
AI can compress fundraising admin, communications, and case tracking, but mission leadership, trust, and crisis judgment remain stubbornly human.
Public Safety and Law Enforcement Are Among the Least Automatable Sectors
AI can write reports, flag patterns, and optimize response, but protecting people, making force decisions, and handling crises stay human.
Defense and Military AI Will Change the Battlefield, Not Remove the Human Warfighter
AI is accelerating command, intelligence, logistics, and unmanned systems, but combat leadership, physical presence, and kill decisions remain human.
Government Is Slow to Adopt AI, but Its Back Office Is Already Changing
Bureaucracy, budgets, unions, and privacy slow replacement, while administrative work, statistics, and routine tax operations move quickly.
AI Is Compressing Research Support While Raising the Value of Frontier Science
In scientific research, AI is replacing literature search, drafting, and routine analysis faster than theory, experimental judgment, lab leadership, o...