They say it takes 5-10 years to become a senior engineer. That was before AI. Learn the systems thinking and AI-augmented workflows that compress years into months.
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Understand any codebase in hours, not weeks
Trace data flows and find root causes fast
Connect systems without breaking things
Think before you code, diagram before you build
Take a feature from idea to production
Pair with AI to multiply your output
Wait for tasks, fix bugs, stay in your lane, hope to level up in 5 years
Understand systems, own outcomes, use AI strategically, level up in 1-2 years
0-2 years of professional experience
Want to level up faster than your peers
Got the job, now need to excel at it
Stop waiting for experience to accumulate. Start building the skills that actually matter for leveling up.
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