Agentic #
7 Layered Agentic AI Reference Architecture #
By Ken Huang, not perse a industry adopted thing.
… todo https://kenhuangus.medium.com/7-layered-agentic-ai-reference-architecture-20276f83b7ee
Agentic Architecture Patterns #
Single-Agent Pattern #
- Description: A single AI agent operating independently to achieve a goal.
Multi-Agent Pattern #
- Description: Multiple AI agents working together through communication channels. Trust is usually established between agent identities.
Unconstrained Conversational Autonomy #
- Description: A conversational AI agent that can process and respond to a wide range of inputs without tight constraints.
Task-Oriented Agent Pattern #
- Description: An AI agent designed to perform a specific task, typically by making API calls to other systems.
Hierarchical Agent Pattern #
- Description: A system that has multiple layers of AI agents, with higher-level agents controlling subordinate AI agents.
Distributed Agent Ecosystem #
- Description: A decentralized system of many AI agents working within a shared environment.
Human-in-the-Loop Collaboration #
- Description: A system where AI agents interact with human users in an iterative workflow.
Self-Learning and Adaptive Agents #
- Description: AI agents that can autonomously improve over time based on interactions with their environment.
Resources #
- https://medium.com/@plawanrath/case-study-building-a-multi-agent-research-assistant-with-a2a-protocol-0df1d6eb71c3
- https://www.anthropic.com/engineering/multi-agent-research-system
- https://www.youtube.com/watch?v=VvmUoBfYIjY
- https://enterpriseaiexecutive.ai/p/19-must-read-agentic-ai-case-studies
- https://docs.solace.com/Agentic-AI/agent-mesh.htm?utm_source=chatgpt.com
- https://www.gravitee.io/blog/best-practices-principles-for-agent-mesh-implementations?utm_source=chatgpt.com
- https://www.mckinsey.com/~/media/mckinsey/business%20functions/quantumblack/our%20insights/seizing%20the%20agentic%20ai%20advantage/seizing-the-agentic-ai-advantage.pdf
- https://www.linkedin.com/pulse/event-driven-ai-agents-architecture-pattern-every-needs-venkatesan-fzwfc/
- https://youtu.be/NmblVxyBhi8?si=8wXyWS5j83BBArzF
- https://docs.cloud.google.com/architecture/choose-design-pattern-agentic-ai-system
- https://cloud.google.com/discover/what-are-ai-agents#what-is-an-ai-agent
- https://docs.cloud.google.com/architecture/agentic-ai-overview
- https://developers.openai.com/cookbook/examples/agents_sdk/multi-agent-portfolio-collaboration/multi_agent_portfolio_collaboration?utm_source=enterpriseaiexecutive.ai&utm_medium=referral&utm_campaign=19-must-read-agentic-ai-case-studies
- https://www.youtube.com/watch?v=NmblVxyBhi8
- https://www.youtube.com/watch?v=oyqeCHFM5U4
- https://www.youtube.com/watch?v=Bugs0dVcNI8
- https://www.uber.com/en-CA/blog/enhanced-agentic-rag/
- https://x.com/trq212/status/2027463795355095314