How to prepare
Interview-focused playbook
The structure every answer and article should follow — what interviewers score.
This site is optimized for interviews, not documentation. Every serious topic should answer the same questions an interviewer is silently scoring.
Universal article / answer structure
- Overview — one sentence + scope.
- Why interviewers ask — skill signal.
- What they evaluate — checklist.
- Level expectations — Junior → Principal.
- Expected answer shape — the arc to hit.
- Key concepts / solution — diagrams + steps.
- Follow-ups — timed probes.
- Common mistakes — fail patterns.
- Production examples — Google/Netflix/Uber/Amazon…
- Best practices & when NOT to use.
- Summary + practice + related next topics.
Where this lives on the site
- Coding Lab — each question enriched with the structure above
- System Design Lab — same
- AI Lab — same
- Comparisons — tradeoff articles
- Learning paths — role roadmaps
- Cheat sheets — last-minute flashcards
- Company guides
- Behavioral / HR / resume
Difficulty & time
Cards and guides show difficulty, rehearsal minutes, and mastery estimates. Use them to plan sprints — not to read passively.