MultiAgent

def executor_agent(step: Dict(str, Any), context: Dict(str, Any)) -> StepResult: step_id = int(step.get(“id”, 0)) title = step.get(“title”, f”Step {step_id}”) tool = step.get(“tool”, “llm”) ctx_compact = { “goal”: context.get(“goal”), “assumptions”: context.get(“assumptions”, ()), …

Over the past year, AI developers have relied on the React (Reasoning + Acting) pattern – a simple loop where an AI thinks, chooses a tool, and executes. But as …

Last updated on February 21, 2026 by Editorial Team Author(s): Saif Ali Kheraj Originally published on Towards AI. How agentic AI architectures can compress decision cycles in regulated manufacturing with …

My first attempt at building a travel planning agent looked exactly like the initial prototype: a large model, a few tools, and a long system prompt. This worked well until …

Papers on agentic and multi-agent systems (MAS) increased from 820 in 2024 to more than 2,500 in 2025. This surge shows that MAS is now a primary focus for the …

Enterprises are managing increasing amounts of content, from product catalogs and support articles to knowledge bases and technical documentation. Ensuring that this information remains accurate, relevant and aligned with the …

@tool def sql_investigate(query: str) -> dict: try: df = con.execute(query).df() head = df.head(30) return { “rows”: int(len(df)), “columns”: list(df.columns), “preview”: head.to_dict(orient=”records”) } except Exception as e: return {“error”: str(e)} @tool …

Author(s): michaelczarnecki Originally published on Towards AI. hello. In this part I will present a multi-agent applicationsThis will be a discussion panel with four roles: researcher – Has access to …

In this tutorial, we build an advanced multi-agent incident response system using agentscopeWe orchestrate multiple React agents, each with a clearly defined role such as routing, triage, analysis, writing, and …

In this tutorial, we use OpenAI Swarm to build an advanced but practical multi-agent system that runs in Colab. We demonstrate how we can organize specialized agents such as triage …