AI Talent & Careers
The changing jobs, skills, incentives, training, compensation, and career choices created by AI-native software development.
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Senior: What Does That Mean?
Exec summary ↗AI is exposing senior engineers who have the title without the judgment, technical skill, and leadership the role requires.
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Every Engineer Has Four Jobs Now: Track the Models, Learn the Techniques, Know the Customer, Build the Software
Being an AI power user is no longer a specialist role. Every engineer must track the models, master the techniques, know the customer, and judge the software agents produce.
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Dear Developer: Why AI Adoption Is Slow
Executive Deck ↗Exec summary ↗Listen ↗Download EPUB ↓A letter from the executive seat to developers, managers, and directors on why AI adoption slows down when speed outruns trust, authority, and production reality.
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Your heroes are outdated. Your influencers are underqualified. The people you need are busy.
Executive Deck ↗Exec summary ↗Listen ↗Download EPUB ↓The old software heroes explain the last era. The loudest influencers explain the demo. The builders answering customers in public are the ones closest to the truth.
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The AI Soft Ban Assessment
Executive Deck ↗Exec summary ↗Listen ↗A browser-only scoring assessment for whether your company has quietly soft-banned AI in the SDLC while still calling itself AI friendly.
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Find the Ceiling
Executive Deck ↗Exec summary ↗Listen ↗You are sitting in the Q3 budget review. The VP of agile transformation just got taken apart over the agile coach line. Cloud migration is six quarters late. The chief product officer is presenting another reorg and another offsite. You are up next, and for the first time in three years of these meetings you have real numbers. The winning numbers. The kind that beat expectations. The teams that doubled their month-over-month spend on Gen AI for building software shipped considerably more measurable value than the teams that did not. You are about to ask the room for more money. You are going to call it finding the ceiling.
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I Want You Software Developers to Be Unhappy (Keep Reading, It’s Not What You Think It Is)
Executive Deck ↗Exec summary ↗Listen ↗The AI Engineer is a new job family, and it is the future of this profession. The "software developer" as the role has been defined for fifteen years is going through what farmers went through with the tractor. If you are still doing the old job and you are not unhappy, you have not been paying attention.
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You Have a Sub-Five Miler. Your Relay Team Still Loses.
Executive Deck ↗Exec summary ↗Listen ↗You have ten engineers who could ship the next quarter alone. You have forty more who, through no fault of their own, cannot. Where do you put the AI investment, across the floor or into the ceiling? On the math, the answer most CTOs give is wrong, and the org chart you currently run is the residue of avoiding it for a decade.
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For Five Days His Team Was Accidentally Allowed to Be as Good as They Actually Are
Executive Deck ↗Exec summary ↗Listen ↗My neighbor Bill manages a software team. His company accidentally gave them unlimited AI tokens for a week. They shipped more in seven days than they had in the prior six months. Then finance noticed the bill, and the door closed. Then Bill found a workaround.
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Why Are You Deprioritizing the Most Important Training Your Org Will Ever Get?
Executive Deck ↗Exec summary ↗Listen ↗You told the board AI would compress delivery cycles by 30%. Then you scheduled the training for 3 PM Friday. This is the private conversation your peers will not have with you.
Corporate fiction
Three books. One operating problem. No clean hero.
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