Agents

15 articles
Tool Use (in Language Models) The capability of a language model to invoke external tools: APIs, code execution, retrieval, computation: and …Model Context Protocol (MCP) An open protocol that standardises how language models connect to tools, data sources, and external systems …Function Calling Structured tool invocation by language models: how the model emits typed function calls, how runtimes execute …AWS AgentCore vs Bedrock Agents - When to Use Which AWS Agent Runtime Architectural and operational differences between Amazon Bedrock AgentCore and Amazon Bedrock Agents, covering …Agentic RAG Retrieval-Augmented Generation systems in which the language model actively plans, queries, critiques, and …Single Agent vs Multi-Agent Architectures When to use a single AI agent versus a multi-agent system, covering complexity, reliability, cost, and …Reinforcement Learning What reinforcement learning is, how agents learn from rewards, and where RL applies in enterprise AI systems.Orchestrator-Worker Pattern An orchestrator LLM decomposes complex tasks and delegates subtasks to specialized worker models or agents, …LangChain - LLM Application Framework A comprehensive reference for LangChain: building LLM-powered applications, chains, retrievers, agents, and …AutoGen - Multi-Agent Conversation Framework A comprehensive reference for AutoGen: Microsoft's framework for multi-agent AI systems, conversational …Pydantic AI - Type-Safe Agent Development Using Pydantic AI to build AI agents with validated inputs and outputs, Bedrock backend support, and Python …Model Context Protocol (MCP) - Universal Tool Interface for AI Agents What the Model Context Protocol is, how it enables AI agents to use tools through a standard interface, and …Multi-Agent Systems Definition, architecture patterns, and frameworks for multi-agent AI systems - and the signals that indicate a …Multi-Agent AI Systems - When One Model Is Not Enough A practical introduction to multi-agent AI architectures: when to use them, how they work, and which …Agentic AI What makes AI agentic vs assistive, autonomous task execution, tool use, planning capabilities, and current …