and actionable best practices. It includes frameworks for identifying promising use cases, clear patterns for designing agent logic and orchestration, and best practices to ensure your agents run safely an LLM agent functions more like a seasoned investigator, evaluating context, considering subtle patterns, and identifying suspicious activity even when clear-cut rules aren’t violated. This nuanced reasoning agents Orchestration With the foundational components in place, you can consider orchestration patterns to enable 
 your agent to execute workflows effectively. While it’s tempting to immediately build

users). Generative AI = AI that can create content – text, images, audio, or code – based on learned patterns. Source: OpenAI Generative AI – Public Launch of ChatGPT 2022* Knowledge Distribution Evolution Data + Compute + Financial Needs Rose *Machine Learning = A subset of AI where machines learn from patterns in data without being explicitly programmed. Note: Academia includes models developed by one or Revenue – 2014-2024, per Capital IQ & Morgan Stanley103 CapEx Spend @ Amazon AWS = Cloud vs. AI Patterns104 CapEx as % of Revenue (AWS as Proxy) – AI vs. Cloud Buildouts = 49% (2024) vs. 4% (2018) vs