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AI Transformation · 9 essays ·
all 35 field notes →
2026.10.26 · 8 min
Four Levels, Three Cliffs
Teams do not adopt AI. They climb four levels, and each step moves the context and the blast radius somewhere new. Most companies stand on three levels at once.
#ai-transformation
#engineering-leadership
2026.10.19 · 7 min
The Model Grades Its Own Homework
Sorting changes by risk is the right idea. Letting the agent's confidence set the class is the one input that turns every gate behind it into decoration.
#software-architecture
#ai-transformation
2026.10.05 · 6 min
Nobody Resisted
We planned for skeptics and got 1,372 skill files in eleven weeks. Notes on an AI adoption that went too well.
#ai-transformation
#organizational-design
2026.09.28 · 7 min
Every Approval Is a Missing Rule
If the architects do not write the rules the agents read, the person who writes the template does. Notes from reviewing an operating model for agentic delivery.
#software-architecture
#ai-transformation
2026.09.07 · 8 min
We Deleted the Wrong Half of Agile
Reviewability is something you design. Extreme Programming already knew how, and we made exactly the wrong half of it optional.
#software-architecture
#engineering-leadership
2026.08.03 · 6 min
The Bottleneck Moved
AI made writing code cheap. Our squad reports show where the queue went next: to the people who have to read it.
#artificial-intelligence
#ai-transformation
2026.06.22 · 5 min
Prompt-Driven Architecture
Part three of the "tools that scale" series: what happens when the daily practice of a Solution Architect starts running on AI.
#ai-transformation
#software-architecture
2026.06.01 · 5 min
Probabilistic Metrics
Why the most useful numbers in our AI transformation were never in a database.
#metrics
#artificial-intelligence
2026.05.18 · 5 min
From Signals to Blips
How a tech radar became my favorite tool for driving an AI transformation across several hundred developers.
#tech-radar
#ai-transformation