The AI partner that turns prep into offers. Simulate real interviews, validate your coding strategy, and access refined intelligence.
Simulate the actual pressure of an interview with time constraints that adapt to your pace. Mirror doesn't just grade you—it gives you specific, high-quality answers you can borrow and learn from instantly.
Say goodbye to inefficient LeetCode grinding. Mirror validates your strategy before you write a single line of code, ensuring you're on the right track.
Post-solution, get architectural reviews to refine even your working code.
Stop drowning in infinite blog posts. We’ve curated the exact, high-leverage resources used by top engineers to land offers. Save your research time for practice time.
Comprehensive coverage for the modern ML loop
End-to-end architecture & scalability
ML algorithms & implementation
Strategy validation & optimization
Team fit & leadership potential
Soft skills calibration
Curated world-class learning resources
Join thousands of engineers practicing smarter, not harder.
Start Practicing Now