Tag: multi-agent architecture
-
Python Multi-Agent Setup: 3 Bots, 1 Repo, Zero Cost
By Andrii Klymenko · Updated October 06, 2026 Quick answer: A Python multi-agent setup uses three specialized agents—Orchestrator, Researcher, and Writer—to collect and format daily AI-generated video reports more accurately than single-prompt systems. Each agent handles focused tasks with smaller context windows, reducing reasoning errors by 40% according to LangChain 2025 data. This approach runs…
-
Build Python Multi-Agent System: Complete Guide
By Andrii Klymenko · Updated July 28, 2026 Quick answer: A Python multi-agent system consists of multiple autonomous AI agents with specialized roles that collaborate and communicate through a shared memory layer, rather than a single agent with tools. Each agent reasons about which actions to take, executes them, and observes results while an orchestrator…
