In what form does LLM classify the query — what exactly does it return for scenario selection?
Middle
162
Machine Learning / AI
3611
0
What is Kafka?
Middle
162
What is the order of execution of operators in an SQL query?
Middle
161
```python import asyncio import time async def work(): await asyncio.sleep(1) async def main(): start = time.perf_counter() await asyncio.gather(*(work() for _ in range(5))) print("Total time:", time.perf_counter() - start) asyncio.run(main()) ``` ```python import time def work(): time.sleep(1) start = time.perf_counter() for _ in range(5): work() print("Total time:", time.perf_counter() - start) ```
Middle+
161
Is a space considered a character in a task?
Middle — Senior
160
On what indicators can you understand that the model has degraded?
Middle
160
What is the difference between multithreading and multiprocessing in Python, and when to use each?
Middle+
160
How to sort 20 chunks and select the top 5 most relevant for passing to LLM?
Middle+
160
Why is it necessary to separate data types into mutable and immutable?
Middle
160
Can a hash match for different keys?
Middle
160
Why did you choose exactly two agents? Why not one or more?
Senior
160
How does feature scaling affect model training?
Middle — Senior
160
How does the zip function in Python work and what are its key arguments?
Middle
159
Why is regularization needed in models?
Middle — Senior
159
What is structured output and how is it used in LLM?
Middle+
159
What is range in Python and how is it used as an argument?
Middle
159
How does GPT architecture differ from BERT architecture?
Middle+
159
Why is context important in text classification tasks?
Middle
159
How do you evaluate the quality of clustering?
Middle
159
What can be seen in Grafana when monitoring a multi-agent system?
Middle+
159