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PREPARE                                         │\n│     → Load user profile from ability dir            │\n│     → Pick questions matching user's level          │\n│     → Set timer: 20 minutes                         │\n│                                                     │\n│  2. INTERVIEW (3-5 questions, timed)                │\n│     → Ask one question at a time                    │\n│     → Wait for user answer                          │\n│     → Brief follow-up if needed                     │\n│     → Track time: warn at 17 min, stop at 20 min   │\n│                                                     │\n│  3. EVALUATE                                        │\n│     → Score each answer                             │\n│     → List strengths and weaknesses                 │\n│     → Give improvement suggestions                  │\n│     → Update user ability profile                   │\n└─────────────────────────────────────────────────────┘"},{"kind":"example","language":"text","snippet":"┌── AI/ML ──────────────────────────────────────────────┐\n│  Machine Learning, Deep Learning, NLP, LLM, MLOps     │\n├── Python ─────────────────────────────────────────────┤\n│  Language features, libraries, design patterns, perf  │\n├── Java ───────────────────────────────────────────────┤\n│  OOP, JVM, concurrency, Spring, design patterns       │\n├── Go ─────────────────────────────────────────────────┤\n│  Concurrency, goroutines, channels, interfaces, perf  │\n├── C/C++ ──────────────────────────────────────────────┤\n│  Memory, pointers, performance, low-level concepts    │\n├── System Design ──────────────────────────────────────┤\n│  Architecture, scalability, databases, distributed    │\n├── Algorithms/DS ──────────────────────────────────────┤\n│  Data structures, algorithms, complexity, optimization│\n└───────────────────────────────────────────────────────┘"}]}}