The Bot Shelf

Multi Agent Systems

3 articles

Editorial illustration for Choosing Between Single-Agent, Vertical, and Collaborative Agentic AI Architectures
Explainers

Choosing Between Single-Agent, Vertical, and Collaborative Agentic AI Architectures

Agentic AI architectures vary, and the optimal choice—single-agent, vertical multi-agent, or collaborative multi-agent—depends on the task's complexity and interdependency. This guide compares these patterns and their alignment with essential enterprise platform layers like orchestration and observability.

Meera Iyer·October 27, 2026
A futuristic cityscape with interconnected AI agents, symbolizing the complexity and collaborative potential of multi-agent systems in artificial intelligence.
Explainers

What are multi-agent systems and why do they matter for AI?

The cost of running advanced AI models has plummeted by over 90% since 2023.

Meera Iyer·July 14, 2026
Abstract visualization of interconnected AI agents collaborating in a futuristic digital network, showcasing advanced problem-solving and distributed intelligence.
Automation & Robotics

Building Multi-Agent Systems with Python Powers Next-Gen AI

Llama 4 Scout achieved an 82% win rate against human players in 'Battleship' after strategic inference refinements, outperforming GPT-5 at a reduced cost, according to MIT News .

Rui Almeida·June 8, 2026