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Iterative Amplification
Break a hard task into smaller subtasks. Solve each with an AI helper. Combine the answers. Repeat. That is iterative amplification, a blueprint for supervising things humans can't check alone.
Construction Workers and Smart Robots
AI and robots help build buildings safer and faster.
How Architects Use AI to Design Buildings
Architects design houses, schools, and skyscrapers. AI helps them try lots of ideas fast.
Psychiatrist in 2026: Measurement-Based Care at Scale
Symptom tracking, therapy notes, and prescribing patterns are now data-rich. The 50-minute hour still happens between two humans. What AI touches Ambient documentation — psychiatry-tuned scribes.
Therapist in 2026: AI Does the Notes, Humans Hold the Room
Ambient scribes capture sessions. Between-session chatbots support clients. But the therapeutic alliance — the thing that actually heals — stays irreducibly human.
Career+: Turn an SOP Into an AI Automation Candidate
A standard operating procedure can reveal exactly where AI should draft, classify, summarize, or escalate.
AI and Video Script Storyboards: Short-Form Drafts
AI can draft video script storyboards from a brief, but the director makes the actual shot and edit choices.
Ollama Modelfiles: Turn a Base Model Into a Local Assistant
Ollama Modelfiles give students a simple way to package a local model with a system prompt, template, parameters, and named behavior.
Therapist / Counselor
Therapists help people work through mental health, trauma, and life transitions. AI assists with notes and between-session support — but humans still hold the space.
Electrician
Electricians install, maintain, and repair electrical systems. AI helps with code lookups and troubleshooting — the hands still belong to humans.
Carpenter
Carpenters frame homes, build cabinets, and install finishes. AI designs cut plans and estimates materials; the sawdust stays real.
Welder
Welders join metal for pipelines, ships, bridges, and custom fab. AI supervises robotic welding cells and inspects seams via computer vision.