Using AI to upgrade how you think, decide, and lead

Executive overview

Most people use AI to do tasks faster — emails, summaries, slide decks. That's using a supercomputer as a calculator. The real unlock is using AI to think better, learn faster, and stress-test every decision.

The framework has four moves: upgrade your inputs, red-team your outputs, automate the 92%, and shift your identity from doer to director.

AI doesn't just save time — it exposes what your brain is hiding from you.

The calculator trap

• AI used for task speed alone is wasted leverage
• Harvard study: AI-tutored students scored twice as high and finished faster
• The gap between people who use AI to think versus those who use it to execute is compounding daily

Upgrading your inputs

• Brain rot comes from low-quality inputs; better inputs produce better ideas
• Reset your social algorithm: wipe your explore feed and re-train it toward what you want to master
• Build a daily AI briefing: prompt your AI to surface the top three developments in your key areas each morning, with source links and a "why it matters" line
• Use NotebookLM for just-in-time learning — feed it a topic, then query it, generate flashcards, or spin up a mini podcast before a decision
• Just-in-time beats just-in-case: consume information when you're about to use it, not speculatively

Red-teaming your outputs

• Every bad business decision started as a great idea nobody challenged
• Intel's Andy Grove couldn't see the answer to their memory chip crisis until he asked: "If a new CEO walked in, what would they do?" — the answer was obvious to an outsider
• Pre-mortem prompt: "If this project fails in six months, why did that happen?" — work backwards from the disaster to find the single point of failure
• Blind-spot prompt: "You are a cynical, highly successful competitor. How would you exploit the weaknesses in this plan to steal my customers?"
• Risk-ranking prompt: "Rank the top three risks by likelihood and impact, then build a contingency plan for each"
• AI is the perfect red-team partner: no ego, no attachment, attacks from ten angles in thirty seconds
• Failing 100 times with AI costs nothing; the same tests in the real world cost $100k each

The 92% rule and your new identity

• AI can now handle 92% of tasks: writing, research, analysis, scheduling, drafting, building
• The remaining 8% is what only humans do well: taste (knowing what looks great), vision (seeing what should exist), care (enrolling people emotionally)
• The shift required: from doer to director — you come in at the end to judge, not to execute
• Map your weekly tasks on a quadrant (hard/easy for humans vs. hard/easy for computers)
• The top-right quadrant — hard for computers, easy for humans — is where your 8% lives: detecting sarcasm, reading a room, making ethical calls in ambiguous situations
• Everything in the bottom-left quadrant (easy for computers, hard for humans) should be automated first
• Tools like Manus AI and OpenClaw can go from prompt to completed project with no human involvement
• The future split: people who use AI to improve themselves versus people who use it to cut corners