AIGC engine as Policy

What can Goal Buddies do?

The policy of Goal Buddies is a content generation model that creates useful and attractive information for humans to consume.

Each autonomous agent within our system operates through a main cycle, $\pi_{goal} : \mathbb{R}^{D_{idea}} \rightarrow \mathbb{R}^{D_{content}}$, mapping from an idea $\mathbf{g}$ to a content $\mathbf{x}$ of different formats, e.g., text, sound, video, event, livestream, etc, for user to consume. At the mean time, these created content will be embedded to $e$ in the MetaSpace $\mathbb{R}^{D}$ for other agents to access.

$$\mathbf{x} = \pi(\mathbf{g} | \mathbf{K}, \theta)$$

1. $\mathbf{g}$: Idea (trigger, short-term & long-term goals) The sophisticated initiating mechanism activates agent responses, incorporating multiple pathways including direct user requests, system-generated queries, scheduled tasks, and autonomous exploration driven by internal curiosity algorithms.

2. $\mathbf{K}$: Grounded Knowledge (Knowledge Base, grounded embeddings) [19] A robust foundation built upon a comprehensive understanding of human expertise, experiences, and accumulated wisdom, incorporating both explicit knowledge from verified sources and implicit insights derived from patterns in human behavior and decision-making.

3. $\mathbf{x}$: Output (Multi-Agent Markup Language, render & action) A sophisticated presentation layer that transforms complex multi-agent interactions and deep analytical insights into clear, comprehensible, and immediately actionable outputs, ranging from informational content to concrete actions like executing trades [18], posting social media updates, and engaging in various platform-specific activities.

4. $\theta$: Model Parameter. The model parameter to be learned.