August 25, 2026
Estimated reading time: 8 minutes
Key takeaways:
- Junior software engineers are leapfrogging to architect-level thinking, and apprenticeships need real senior bandwidth to catch up.
- Track engineering growth, learning, understanding, and judgment as primary metrics alongside output.
- AI proficiency should scale through three phases: tutor, copilot, and accelerator, with scaffolding that loosens as judgment develops.
In an AI-heavy engineering world, we talk a lot about speed and output. However, we’re generating code faster than we’re building the learning, understanding, and judgment junior software engineers need to grow in their career and truly own the systems they work on.
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August 25, 2026
