AI Is Deleting the Jobs That Taught Judgment
AI didn't decide to end apprenticeship in knowledge work. It just automated the boring tasks juniors used to learn judgment on, rung by rung.
AI didn't decide to end apprenticeship in knowledge work. It just automated the boring tasks juniors used to learn judgment on, rung by rung.
AI distillation isn't theft. It's the same fair use argument the frontier labs use to defend web scraping, pointed the other way. Here's what courts held.
How to find a startup idea without market research: automate your worst job, then watch who quietly asks to buy the tool you already built.
MCP vs RAG explained for business reporting. Why vector retrieval hallucinates your numbers, and why MCP's live queries fix what RAG can't.
Nervous about feeding client data to ChatGPT? Here's when fine-tuning a private AI model beats renting a frontier one, and when it just wastes money.