What does this do to my career?
What the research measured, which skills rise and fall in value, and what to deliberately learn next.
The path.
- Where the industry actually is Before you can improve how your team works with agents, you need a shared way to say where you are.
- The debts and the data The techniques above make you faster. This chapter is about what they can quietly cost you, and how not to pay it.
- What to learn next Organized beginner → advanced. Pick a lane and go deep. Breadth comes with time.
Check yourself.
One question per step. Take it cold to find where to start, or after reading to see what stuck. Nobody's grading you.
Best so far:
Question 1 of 3
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Why do most developers plateau at Shapiro's Level 2 or 3?
The chapter argues the plateau is psychological, not technical: each level up trades work you may love, like writing code in flow, for reviewing diffs and writing specs.
Covered in step 1 · Where the industry actually is -
In the Anthropic study Osmani cites, what separated engineers who learned from those who didn't?
The same tool produced opposite results: engineers who asked conceptual questions scored above 65% on comprehension while copy-pasters scored under 40%. The tool didn't determine the outcome; the posture did.
Covered in step 2 · The debts and the data -
Given the short half-life of specific tools, what does the chapter say compounds over a career?
The chapter closes on exactly this: the half-life of specific tools is short, and what compounds is the fundamentals and the habit of following the frontier.
Covered in step 3 · What to learn next