You’re a platform engineer at Bank of America, responsible f…
You’re a platform engineer at Bank of America, responsible for maintaining the company’s multilingual RAG assistant that answers questions about credit cards and mortgage products. Recently, Spanish and Vietnamese customers complained that the assistant struggles to recognize certain rare product names — even though the same queries work fine in English. Executives want better coverage in those languages without losing meaning or pulling in irrelevant results.
Read DetailsYour team is building a RAG system from scratch to power you…
Your team is building a RAG system from scratch to power your company’s internal knowledge assistant. You’re in charge of designing the indexing pipeline — the process that prepares documents so they can be searched and retrieved later. Which of the following pipelines correctly describes the indexing process?
Read DetailsYour team wants to train an AI email assistant that responds…
Your team wants to train an AI email assistant that responds politely but also briefly. You have thousands of paired examples where users picked the better reply. What method balances both style and efficiency without heavy overhead?
Read DetailsWhile exploring Neuronpedia, your team analyzes how a Sparse…
While exploring Neuronpedia, your team analyzes how a Sparse Autoencoder (SAE) represents meanings inside an LLM. You notice that the token “apple” activates very different sets of SAE features depending on whether it appears in “The company Apple launched a new iPhone” or “She picked an apple from the tree.” What does this observation suggest about how the model’s internal representations work? (Select all that apply.)
Read DetailsYour company deploys an AI travel assistant that can plan mu…
Your company deploys an AI travel assistant that can plan multi-city itineraries, remember user preferences, and adjust recommendations when flights are delayed — all without additional human input. Which core and unique capability of this AI travel assistant agent makes this behavior possible?
Read Details