Field notes
Expert opinions. Independent views.
Real experiences from operators building with AI in the SDLC, including what worked, what failed, and what changed. We freely give our content. Our only requirement is that you attribute it to here.
By Norman and Nathan — practitioners who build production software with AI agents.
All content reflects the personal opinions of its authors and does not represent any employer, client, or affiliated organization.
Articles
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Hello New CTO : Your Loan Engine Cost More than Giving Billionaires Free Cars
Executive Deck ↗Listen ↗New CTO reality check: Your legacy systems cost more than you think. A frank analysis of technical debt and the business case for AI modernization.
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Your AI Agent is the World’s Most Educated Five-Year-Old
Executive Deck ↗Listen ↗Your AI agent has the world's knowledge but the judgment of a five-year-old. Learn to work with it like the brilliant but inexperienced junior it is.
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He Cannot Hire the Engineer He Needs. Here’s What He’s Doing About It.
Executive Deck ↗Listen ↗When you can't hire the engineer you need, build one. How one leader is using AI to upskill existing team members and close capability gaps.
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If Your Engineers Only Get Thirty Minutes to Learn, That Is Not Their Failure. It Is Yours.
Executive Deck ↗Listen ↗You called to talk about AI adoption. But you do not know your value streams, your engineers get thirty minutes a week to learn, and you…
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Your Transformation Org Just Got a Fifteen-Year Service Award. Now You Want to Repeat That Pattern with AI?
Executive Deck ↗Your Agile Transformation VP just got a 15-year service award. The org still cannot release without a CAB meeting. Now you are building an AI team…
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If Mythos Is Real, Will the Board Wait 24 Months While You Figure It Out?
Executive Deck ↗Everyone is talking about Claude and Mythos. Nobody is talking about the fact that your org still cannot ship. The models are not your bottleneck. Your…
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You Added AI Agents. Why Are You Still Running a Separate Quality Organization Like It Is 2009?
Executive Deck ↗Listen ↗If you are adopting AI and still defending a separate quality organization in 2026, you are not making a technical argument. You are making an emotional…
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The Tool Is a Commodity. The Organizational Adoption Expertise Is Not.
Executive Deck ↗Listen ↗The performance gap between top Gen AI coding tools is not what is slowing you down. Your governance model and your SDLC are. Pick the vendor…
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Your Leaders Stopped Building. Now Vendors Own Your AI Strategy.
Executive Deck ↗Your technology leaders stopped building years ago. When AI arrived, vendors filled the vacuum. The fix is not better tools. It is rebuilding the technical leadership…
Essential or Ornamental
Three companies. Three choices. One satisfactory ending.
One does nothing. One maps the waste. One bets everything on twelve people in a warehouse.
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