• Trade-Offs in Q&A Bot Development: Karun and Ajinkya discuss the trade-offs involved in developing a high-accuracy Q&A bot, including increased API calls and wait times, but also offering the potential for improved results.
  • Data Preparation and Retrieval Challenges: The speakers highlight the importance of robust data preparation and retrieval mechanisms to retrieve relevant information, citing examples where current systems may not be effective.
  • The Impact of Increased API Calls: Karun and Ajinkya explain that increased API calls and wait times can lead to longer response times, making it essential to weigh this trade-off against the potential benefits.
  • Prompting and Context Relevance in Q&A Bot Development: The speakers touch on the importance of LLM prompting and context relevance metrics, which will be further explored in a subsequent talk.