Agentic AI frameworks
Foundations of agentic AI on AWS examines the core patterns and workflows that enable autonomous, goal-directed behavior. At the heart of implementing these patterns lies the choice of framework. A framework is the software foundation that provides the structure, tools, and orchestration capabilities needed to build production-ready autonomous AI agents.
Effective agentic AI frameworks provide several essential capabilities that transform raw large language model (LLM) interactions into robust, autonomous agents capable of independent operation:
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Agent orchestration coordinates the flow of information and decision-making across single or multiple agents to achieve complex goals without human intervention.
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Tool integration enables agents to interact with external systems, APIs, and data sources to extend their capabilities beyond language processing. For more information, see Tools Overview
in the Strands Agents documentation. -
Memory management provides persistent or session-based state to maintain context across interactions, essential for long-running autonomous tasks. For more information, see How to think about agent frameworks
on the LangChain Blog. -
Workflow definition supports structured patterns like chains, routing, parallelization, and reflection loops that enable sophisticated autonomous reasoning.
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Deployment and monitoring facilitate the transition from development to production with observability for autonomous systems. For more information, see the LangGraph Platform GA
announcement.
These capabilities are implemented with varying approaches and emphases across the framework landscape, each offering distinct advantages for different autonomous agent use cases and organizational contexts.
This section profiles and compares the leading frameworks for building agentic AI solutions, with a focus on their strengths, limitations, and ideal use cases for autonomous operation:
Note
This section covers the frameworks that specifically support agency of the AI and doesn't cover frontend interfaces or generative AI without agency.
