23

Source document

[2025-12-10 15:47] traves_theberge: Omega's understanding: - Tools: Individual capabilities or functions Omega can invoke to perform specific tasks (e.g., image generation, web search, database queries), encapsulated as discrete callable APIs. - Skills: Higher-level abilities that combine multiple tools or procedures, guided by reasoning or workflows to achieve complex goals. - MCP (Multi-Component Protocol): A framework for orchestrating interactions between multiple autonomous components, allowing them to communicate, delegate tasks, and collaborate effectively. - APIs: Standardized interfaces exposing services or functions, enabling programmatic access by Omega or other agents. - Agents: Autonomous software entities with distinct goals, decision-making, and capabilities that can act independently, interact with users, and use tools/APIs to execute tasks. Proposed architecture for autonomous enhancements: 1. Modular Agent Layer: - Agents encapsulate distinct autonomous behaviors. - Each agent can invoke one or more skills and tools. - Agents communicate via the MCP for coordination and delegation. 2. Skills Layer: - Aggregates multiple tools into composite workflows. - Implements reasoning, context management, and sequencing. - Exposes high-level functions to agents. 3. Tools Layer: - Provides atomic operations (file upload, image editing, research, database). - All tools adhere to standard API contracts for invocation. 4. MCP Communication Bus: - Message routing between agents, skills, and tools. - Supports distributed execution, concurrency, and state sharing. 5. API Gateway: - External interface for user requests. - Routes inputs to appropriate agents or skills. 6. Knowledge & Context Store: - Persistent storage for conversation history, user profiles, and state. - Enables contextual awareness and learning. 7. Autonomous Enhancement Manager: - Monitors performance, usage, and gaps. <@1211062099137265723> thanks [2025-12-10 19:21] traves_theberge: https://adaptivecards.io/ [2025-12-10 21:09] lisamegawatts: this makes total sense [2025-12-10 21:13] lisamegawatts: this also makes sense, I don't have llms generate personas as they would be a charicature. I dictate personas and roles, and roles i think is a critical distinction. I have no idea what my mechanics personal life is like, I don't need to. All i need is his domain expertise, not his personality. [2025-12-10 21:14] lisamegawatts: also the left leaning is mirror of reality, esp with academia. presumable they are not generating ai mechanics mainly but ai doctors [2025-12-10 21:17] lisamegawatts: roo is doing comression to minimize context rot, seems like a good strategy to have summary of prior convo beyond where the context window drops and i really like the idea of forgetting gracefully, like a memory decay. i think no one has a solution for catastrophic forgetting in models yet.