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39 articles
How would you design an API for a prompt-based system that allows users to customize the output of a language model based on various parameters?

I would define an API with clear endpoints that allow users to specify parameters such as prompt templates, response formats, and temperature settings. Additionally, I would implement versioning and consider…

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How would you design an API for a library management system that utilizes object-oriented principles, and what considerations would you take into account for extensibility and maintainability?

I would start by defining key entities such as Book, Member, and Loan, each as classes with relevant attributes and methods. For extensibility, I would use interfaces or abstract classes,…

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When designing a RESTful API in C#, what are some best practices for versioning the API, and how would you implement them?

Best practices for API versioning include using version numbers in the URL, supporting multiple versions simultaneously, and ensuring backwards compatibility. I would implement this by creating a routing strategy that…

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Can you explain how to design a simple API for an AI agent that interacts with a user through chat and provides recommendations based on preferences?

A simple API for an AI agent should expose endpoints for user interactions, such as sending messages and receiving recommendations. It should accept user preferences as input and return relevant…

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How do you approach database schema design in MySQL to ensure scalability and maintainability for a high-traffic application?

I prioritize normalization to reduce redundancy, but also consider denormalization for performance in read-heavy scenarios. I use indexing strategically on frequently queried fields and ensure that the schema supports horizontal…

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Can you explain how you would implement an agentic workflow using a framework like Rasa or Haystack, and what key considerations would influence your design choices?

To implement an agentic workflow with frameworks like Rasa or Haystack, I would start by defining the agents’ roles, the flow of information, and the interactions with external systems. Key…

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How would you design an API in C# that allows for both synchronous and asynchronous operations, and what considerations would you take into account?

I would use async/await patterns in my API methods to support asynchronous operations while keeping synchronous versions available. I would ensure that the API is consistent, documenting the behavior of…

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How would you design an API that efficiently interacts with a MongoDB database while ensuring it handles large datasets and maintains performance?

I would design the API to use pagination and filtering to limit the data retrieved from MongoDB, ensuring efficient queries. Utilizing indexes effectively would also be crucial to optimize read…

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How would you design a RESTful API in C# to handle a large number of concurrent requests while ensuring data integrity and minimizing latency?

To design a RESTful API for high concurrency in C#, I would use asynchronous programming with async/await to free up threads during I/O operations. Implementing caching strategies and using a…

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How would you design a database schema that supports event-driven architectures, particularly with respect to handling webhook events efficiently?

In an event-driven architecture, I would use a separate table for events, which includes fields like event type, payload, timestamp, and status. This design allows for scalability and easy tracking…

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How would you design an API to support a natural language processing service that performs sentiment analysis on user reviews?

I would design a RESTful API with endpoints for submitting text, retrieving analysis results, and managing user profiles. The API would accept JSON payloads with the text data and additional…

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When designing a microservices architecture in .NET, how do you handle service communication and data consistency across services?

In a microservices architecture, I would utilize asynchronous messaging for inter-service communication, often with technologies like RabbitMQ or Azure Service Bus. For data consistency, I would implement the saga pattern…

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