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Life · 50 items · 4 min read

Easier Careers in the AI Era

For a working life when AI can do more of the work every year. Format: easier > harder. The safe position isn't "doing what AI can't do today." It's owning what AI makes more valuable: judgment, trust, taste, distribution and responsibility.

Sections
  1. Formulas
  2. Skills (1–12)
  3. Positioning (13–25)
  4. Work (26–37)
  5. Long game (38–50)

Formulas#

  • Career value = skill × rarity × leverage × trust. AI pushes rarity toward zero for any skill it can copy, so the other three matter more.
  • AI exposure ≈ the share of your week that's text-in, text-out on a screen with no one accountable for the result. The higher it is, the faster your price falls.
  • Leverage = code + media + capital + people + agents. (Naval, plus agents.) Agents are the new kind that one person can hold.
  • Skill stack > one skill. Being top 25% at 3 things that rarely meet can beat being top 1% at one. (Scott Adams)

Skills (1–12)#

  1. Judgment (what to build, what to cut, what's good) > execution alone. Execution is getting cheap.
  2. Taste you can explain > taste you can only feel. If you can explain it, you can direct both people and AI with it.
  3. Knowing a domain deeply > being a generalist tool operator. AI plus a real expert beats AI plus a prompt.
  4. Learning to direct AI well (specs, review, evaluation) > competing with it on speed.
  5. Writing clearly > any single tool skill. Clear writing is how you think, sell and instruct agents.
  6. Selling and persuading > hoping the work speaks for itself.
  7. Skills that transfer across tools > skills tied to one tool's version.
  8. Learning by shipping > learning by courses.
  9. Deliberate practice at the edge > repeating what you already know.
  10. Physical-world or human-trust skills (care, negotiation, leadership) > pure screen work.
  11. Reading source material (papers, docs, data) > reading summaries of summaries.
  12. A habit of learning weekly > occasional big retraining.

Positioning (13–25)#

  1. Being known for one clear thing > being good at many invisible things.
  2. Owning an audience or customer list > depending on one employer or platform.
  3. Working where AI adds value to you (more output per person) > where AI replaces the role.
  4. Being accountable for outcomes > being paid for hours or tasks.
  5. A niche where trust matters (money, health, business-critical systems) > a niche where "good enough" is fine.
  6. Proof of work in public (products, writing, repos) > a résumé.
  7. Being early in a new ecosystem > late in a mature one.
  8. Being the bridge between two worlds (tech + a trade, AI + a local market) > sitting in the middle of one.
  9. Relationships with people who hire and buy > followers who only watch.
  10. A reputation for reliability > a reputation for brilliance.
  11. Being the person who ships with AI > the person who debates it.
  12. A local-language or local-market edge > a crowded global English market alone.
  13. Owning something that compounds (products, IP, audience) > selling time forever.

Work (26–37)#

  1. Small teams or solo with agents > big org politics, if you can sell.
  2. Choosing problems with fast feedback > problems that answer in years.
  3. Automating your own drudgery first > automating for others first.
  4. Keeping human review on anything that matters > shipping raw AI output.
  5. Documenting your process so agents and people can repeat it > keeping it in your head.
  6. Fewer, bigger bets per year > many tiny experiments that go nowhere.
  7. Deep work blocks > reactive days.
  8. Saying no to work that trains your replacement cheaply > taking every gig.
  9. Pricing on value > pricing on hours, since AI makes hours shrink.
  10. Keeping fixed costs low > betting your lifestyle on one income.
  11. Collaborating with peers who are ahead > being the smartest in the room.
  12. Finishing and shipping > polishing forever.

Long game (38–50)#

  1. A career built on things that last (trust, taste, relationships) > the tool of the year.
  2. Health as career infrastructure > sacrificing it for a sprint.
  3. Multiple income streams from one core skill > one stream.
  4. Savings that buy you the freedom to say no > spending every raise.
  5. Reinventing every 5–10 years on purpose > being forced to by layoffs.
  6. Mentoring others > hoarding knowledge. Teaching sharpens you and builds trust.
  7. Staying curious about new tools > dismissing them, or chasing all of them.
  8. Work you'd still do at half the pay > work you only do for the pay.
  9. Leaving before the decline is obvious > staying until you're pushed.
  10. A body of work you're proud of > a list of job titles.
  11. Measuring success as freedom plus impact > as salary alone.
  12. Enough money, then more time > more money forever.
  13. A career that fits the life you want > a life squeezed around a career.

If you keep only 5: #1 (judgment over execution), #4 (learn to direct AI), #14 (own an audience), #16 (accountable for outcomes), #25 (own something that compounds).