Dev Velocity Lab
Learning faster.
Growing faster.
Using AI to level up as an engineer — in real roles, in real time.
For engineers 1–4 years in who got thrown into an unfamiliar role and need to get competent fast. I document exactly how I use AI to do it.
What I cover
01
AI workflows for learning
Specific prompts and methods for using AI to onboard to unfamiliar tech — on the job, not in a tutorial.
02
Navigating unfamiliar roles
Re-orgs, new stacks, imposter syndrome. Real experiences, no fluff.
03
Engineer growth
Career progression, leveling up, compensation. Practical and direct.
04
Tools and systems
The actual AI tools and setups I use day-to-day. What works, what doesn't.
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One post a week. What I learned, how I used AI, what worked.