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                  "option_no": 3,
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                  "option_no": 4,
                  "option": "Token limit",
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              "quest_type": 0,
              "question": "Which deployment style reduces risk by gradual rollout?",
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              "qid": 1566,
              "quest_type": 0,
              "question": "Which authentication mechanism is preferred for service-to-service APIs?",
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                  "option_no": 4,
                  "option": "SSH Password",
                  "imgopt": 0
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              "question": "Which Python exception block always executes?",
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              "quest_type": 0,
              "question": "Which principle suggests one class should have one responsibility?",
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              "question": "Which SQL index improves search speed?",
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              "question": "What is RAG in Generative AI?",
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              "quest_type": 0,
              "question": "Which logging level is most severe?",
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              "quest_type": 0,
              "question": "Which cache strategy removes least recently used items?",
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              "question": "Which algorithm is commonly used for semantic similarity search?",
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              "question": "Which strategy helps reduce hallucination in enterprise Q&A bots?",
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                  "option_no": 1,
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                  "option_no": 2,
                  "option": "RAG with trusted sources",
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                {
                  "option_no": 3,
                  "option": "More CSS",
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                {
                  "option_no": 4,
                  "option": "More emojis",
                  "imgopt": 0
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              "qid": 1584,
              "quest_type": 0,
              "question": "Which deployment consideration is important for local open-source LLM hosting?",
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              "correctOption": "1",
              "selectedOption": "",
              "marks": 3.0,
              "imageflag": 0,
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                {
                  "option_no": 1,
                  "option": "GPU/VRAM planning",
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                  "option_no": 2,
                  "option": "Browser cache",
                  "imgopt": 0
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                {
                  "option_no": 3,
                  "option": "Font selection",
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                {
                  "option_no": 4,
                  "option": "HTML compression",
                  "imgopt": 0
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              "qid": 1586,
              "quest_type": 0,
              "question": "Which approach is safer for Java-to-Python migration?",
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                  "option": "Incremental service migration",
                  "imgopt": 0
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                {
                  "option_no": 3,
                  "option": "Delete old system first",
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                  "option_no": 4,
                  "option": "UI-only migration",
                  "imgopt": 0
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              "quest_type": 0,
              "question": "Which Python library is commonly used for ORM with FastAPI?",
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                  "option_no": 3,
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                  "option_no": 4,
                  "option": "OpenCV",
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              "qid": 1590,
              "quest_type": 0,
              "question": "Which security practice is best for API secrets?",
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              "imageflag": 0,
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                  "option_no": 2,
                  "option": "Use secret manager / env vars",
                  "imgopt": 0
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                {
                  "option_no": 3,
                  "option": "Store in frontend JS",
                  "imgopt": 0
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                {
                  "option_no": 4,
                  "option": "Share on email",
                  "imgopt": 0
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              ]
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            {
              "qid": 1587,
              "quest_type": 0,
              "question": "Which monitoring metric is critical for LLM cost control?",
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              "correctOption": "1",
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              "imageflag": 0,
              "case_id": 0,
              "question_status": -1,
              "options": [
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                  "option_no": 1,
                  "option": "Token usage",
                  "imgopt": 0
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                  "option_no": 2,
                  "option": "Screen resolution",
                  "imgopt": 0
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                  "option_no": 3,
                  "option": "Browser tabs",
                  "imgopt": 0
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                {
                  "option_no": 4,
                  "option": "HTML size",
                  "imgopt": 0
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              "qid": 1588,
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              "question": "Which design improves API resilience during third-party failures?",
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                  "option": "Retry + Circuit Breaker",
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                  "option_no": 3,
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                  "option_no": 4,
                  "option": "Hardcoded timeout only",
                  "imgopt": 0
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                  "option_no": 3,
                  "option": "Faster CSS loading",
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              "question": "Which method helps prevent SQL injection?",
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                  "option": "Parameterized queries",
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                  "option_no": 3,
                  "option": "Manual escaping only",
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                  "option_no": 4,
                  "option": "Random tokens",
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              "quest_type": 0,
              "question": "Which evaluation checks if AI answers are factually grounded?",
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                  "option": "Hallucination check",
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                  "option": "UI review",
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                {
                  "option_no": 3,
                  "option": "CSS validation",
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                {
                  "option_no": 4,
                  "option": "Browser test",
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}