44 axioms
Industries
What changes for agriculture with AI?
What changes for energy with AI?
What changes for logistics with AI?
What changes for manufacturing with AI?
What changes for sports with AI?
What changes for supply chain with AI?
What changes for telecom with AI?
What changes for transportation with AI?
What changes for utilities with AI?
Is manual quality inspection dead now that AI vision systems catch more defects than humans?
How does plant management change when AI, not managers, makes real-time production tradeoff calls?
AI runs the simulations and generates the design candidates — is certification the last human-only step in aerospace/safety-critical engineering?
Is the human agronomist consultant obsolete when AI can diagnose crop issues from a photo instantly?
Does the farmer's judgment still matter when AI can decide planting, irrigation, and harvest timing from sensor data?
Is the human air-traffic controller still the decision-maker when AI can sequence traffic?
What shifts for the auto mechanic when the customer arrives already "diagnosed" by ChatGPT?
What changes for airline pilots with AI?
If AI designs the experiment, who owns the wet-lab execution and the reproducibility of the result?
What changes for carpenters with AI?
When AI can run the calcs and generate the design, does the civil/structural PE stamp get more valuable or become a bottleneck?
What's still true for the CNC machinist when AI can generate G-code?
What changes for the electrician when anyone can pull a "code answer" from an LLM?
Does energy production planning (renewables forecasting, plant dispatch) still need a human engineer in the loop when AI can optimize the generation mix in real time?
Is human energy-market trading and forecasting still needed when AI can price power faster than any analyst?
What shifts for the HVAC technician when load calcs and error-code reads are effectively free?
AI, drones, and LiDAR can capture and model the terrain — so what's the land surveyor still for?
What's the locksmith's edge when key-programming is app-driven and self-serve?
Is the human dispatcher still needed when AI can route and re-route in real time?
Does AI-driven automation shift bargaining power further from warehouse labor, or create new leverage around who trains/audits the models?
What changes for maritime shipping with AI?
What changes for mining and extractive industries with AI?
What changes for upstream oil and gas with AI?
What changes for plumbers with AI?
What changes for solar and wind technicians with AI?
Does coaching strategy change when AI can simulate opponent tendencies and suggest in-game calls in real time?
Is the human scout obsolete when AI can evaluate player performance and potential from data alone?
Who's accountable when an autonomous AI supply-chain decision causes a stockout or a safety incident?
What's the planner's job once AI forecasts demand and simulates disruption scenarios continuously?
Is the human network operations center role dead when AI can detect and resolve outages autonomously?
Does the human operator's judgment stay essential, or does AI autonomy make the "human in the loop" symbolic?
Is the owner-operator trucker model dead once autonomous trucking removes the labor cost it was built around?
Does the human grid operator still make the real-time call, or is that now an AI system's job?
Who's accountable when an AI-optimized grid decision causes an outage?
What changes for welders with AI?