one model, twenty agents

@agenticamit

11.7K followers · usually 912 views a post

Views

6.2K

Likes

216

Comments

2

Shares

33

Selling · SaaS › AI Tool

Agentic Amitseen in 4 videos →agenticamit.com ↗

Why it worked

The video effectively uses clear, minimalist animation to explain a complex concept (hierarchical AI agents) in a visually engaging way. It highlights a common problem and offers a structured solution, making it valuable for viewers interested in AI development.

Summary

This video explains the concept of hierarchical AI agents, contrasting a single model with multiple agents that lose focus. It illustrates how real AI agents are built by breaking down tasks into smaller, manageable patterns, with each layer of management overseeing a small team to avoid overload and maintain efficiency.

Structure

1Introduction to the problem of one model, many agents
2Explanation of how real agents are built: one pattern at a time
3Demonstration of the hierarchical pattern with managers and sub-teams
4Explanation of the 'trick' of delegation and its benefits
5The 'catch': delay and drift introduced by layers

Original caption

hierarchical agents: a manager agent delegates to sub-agents, which can delegate to their own #AIagents #LLM #AIengineering #multiagent

More from @agenticamit

Their other posts in the index, biggest breakout first.

6

Call to action: save this pattern for building future AI agents

Product placement

The video uses abstract graphics to represent AI agents and their hierarchical structure, illustrating concepts like delegation and management. The creator's brand, 'Agentic Amit', is presented at the end, implying the concepts are taught or developed by them.

Call to action

save this one.

On-screen text

one model, twenty agents losing the plot. how real agents get built one pattern at a time. pattern 85 - hierarchical MANAGERS OF MANAGERS EACH LAYER RUNS ITS OWN SMALL TEAM THE TRICK -3 no one tracks more than a handful THE CATCH the goal every layer adds delay + drift save this one. one orchestrator, genuinely overloaded? save this one. Agentic Amit

Transcript

one model, twenty agents losing the plot. one model, twenty agents losing the plot. every single time. how real agents get built one pattern at a time. pattern 85 - hierarchical. managers of managers. this pattern is hierarchical. you have a top level model that doesn't manage the workers directly. it manages other orchestrators each running its own small team. each layer runs its own small team. picture a research system. an elite splits the work into three different areas and each area has its own orchestrator that breaks its parts down even further. and then it runs its own workers. managers of managers. each with a small clean job. no one tracks more than a handful. the trick of delegation. the trick. each layer adds delay and drift. the goal. the goal. every layer adds delay and drift. the goal. the catch. the catch. one orchestrator, genuinely overloaded? save this one. Agentic Amit. save this one. save this one for when you build your next AI agent.