AI & MLOps Engineer | Research Architect | Bootstrapping Startups | Multi Hackathon Winner | NLP, CV ,RL, Agentic Systems
Orchestration in Agentic Systems is a crucial part as it enables seamless coordination and communication among multiple autonomous AI Agents. There are multiple methods and more are being researched as how we can arrange multiple AI Agents in a system with minimal error rate and efficient compute . Common Orchestration Approaches: Single Orchestrator Model: One main AI agent coordinates other specialized agents. Distributed Control: Multiple agents share leadership responsibilities. Hierarchical Structure: Agents arranged in levels with chain of command. Single Orchestrator or Monolithic System where only 1 Agent is leading the process . Acting as a router, deciding which external knowledge source to query and controlling other agents based on reasoning etc. More than one AI Agents Acting as coordinator that reduces the single failure point and improve decision making and task management plus reducing the latency time . Well It's still a research domain but very important as it can enhance workflows massively and increase efficiency of decision making reducing HALLUCINATIONS. Image Credits : LlamaIndex #aiagents #AIAGENTS #agenticsystems #llmreasoning #multiagenticsystems #multimodalrags #agenticrags #autogen #orchestratingagents #agenticworkflows #multimodalagents.
Hamna Nadeem
3w
Interesting!!!
Informative! 🔆
AI & MLOps Engineer | Research Architect | Bootstrapping Startups | Multi Hackathon Winner | NLP, CV ,RL, Agentic Systems
3wMuhammad Usman Karim Thankyou Usman