If you building agents, you should first understand "Agent Architecture Profiles"👇🏻

Agents have profiles or personalities which define a role into the prompt to influence the LLM behaviors and skillset. This is largely determined by the specific application.

Likely many of you already use this as a prompting technique today: "You are an expert nutritionist. Provide me with a meal plan...". Interestingly, providing the LLM a role improves its outputs vs. baseline.

Profiles can be crafted by the following methods:

→ Handcrafting: Manually specified profiles by a human creator; most flexible but also time consuming.

→ LLM-generation: profile generated by an LLM with a ruleset around composition and attributes + (optionally) few-shot examples.

→ Dataset Alignment: profiles are generated from a real-world dataset of people.