between academic institutions and industry. Industry excludes models developed in partnership with any entity other than another company. Epoch AI, an AI Index data provider, uses the term ‘notable machine representation and generate outputs in any of those formats. A single query can reference a paragraph and a diagram, and the model can respond with a spoken summary or an annotated image – without switching systems

protection, using multiple, specialized guardrails together creates more resilient agents. In the diagram below, we combine LLM-based guardrails, rules-based guardrails such as regex, and the OpenAI moderation

sequential text for predicting the following token. The next token prediction is based on the relationship between what’s in the previous tokens and what the LLM has seen during its training. When you want to receive Prompt Engineering February 2025 61 • Less chance for hallucinations • Make it relationship aware • You get data types • You can sort it Table 4 in the few-shot prompting section shows an

iterated to ensure quality and safety As a global leader in financial services, Morgan Stanley is a relationship business. Not surprisingly, there were some questions across the business about how AI could