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Propose a high-level design for a system that can parse, understand, and respond to complex natural language inputs.

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Data Analyst
Marketer
General
System Design

Structure your answer around key NLP pipeline components: preprocessing, parsing, semantic understanding, intent classification, and response generation.

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Very hard Difficulty

Very-hard questions are the ultimate test of your expertise and preparation. They demand not just knowledge, but creativity and strategic thinking, often addressing unique or highly technical aspects of your field.

System Design question

System Design questions evaluate your ability to architect complex software solutions. Demonstrate your approach to requirements analysis, component design, scalability considerations, and how you make architectural trade-offs.

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