AWS prescriptive-guidance documentation change
Summary
Updated page title and content structure, added LlamaIndex framework, enhanced descriptions of agent capabilities, and replaced LangGraph reference with Amazon Bedrock AgentCore
Security assessment
Changes focus on framework comparisons and capability descriptions without addressing vulnerabilities or security mechanisms. No security-related terminology or incident references are present.
Diff
diff --git a/prescriptive-guidance/latest/agentic-ai-frameworks/frameworks.md b/prescriptive-guidance/latest/agentic-ai-frameworks/frameworks.md index e18dc5454..1b1c3e31d 100644 --- a//prescriptive-guidance/latest/agentic-ai-frameworks/frameworks.md +++ b//prescriptive-guidance/latest/agentic-ai-frameworks/frameworks.md @@ -3 +3 @@ -[Documentation](/index.html)[AWS Prescriptive Guidance](https://aws.amazon.com/prescriptive-guidance/)[Agentic AI frameworks, protocols, and tools on AWS](introduction.html) +[Documentation](/index.html)[AWS Prescriptive Guidance](https://aws.amazon.com/prescriptive-guidance/)[Agentic AI frameworks, platforms, protocols, and tools on AWS](introduction.html) @@ -5 +5 @@ -# Agentic AI frameworks +# Frameworks @@ -7 +7 @@ -[Foundations of agentic AI on AWS](https://docs.aws.amazon.com/prescriptive-guidance/latest/agentic-ai-foundations/) 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. +[Foundations of agentic AI on AWS](https://docs.aws.amazon.com/prescriptive-guidance/latest/agentic-ai-foundations/) 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 of prewritten code that provides a structured environment and common functionality for building and managing,tools, and orchestration capabilities needed to build production-ready autonomous AI agents. @@ -9 +9 @@ -Effective agentic AI frameworks provide several essential capabilities that transform raw large language model (LLM) interactions into robust, autonomous agents capable of independent operation: +Effective agentic AI frameworks provide several essential capabilities that transform raw large language model (LLM) interactions into coordinated, intelligent systems capable of reasoning, collaboration, and action: @@ -15 +15 @@ Effective agentic AI frameworks provide several essential capabilities that tran - * **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](https://blog.langchain.com/how-to-think-about-agent-frameworks/) on the LangChain Blog. + * **Memory management** provides persistent or session-based state to maintain context across interactions, essential for long-running or adaptive tasks. More advanced frameworks incorporate long-term memory to store summaries and user preferences, enabling personalized and contextually aware agentic experiences. For more information, see [How to think about agent frameworks](https://blog.langchain.com/how-to-think-about-agent-frameworks/) on the LangChain Blog. @@ -19 +19 @@ Effective agentic AI frameworks provide several essential capabilities that tran - * **Deployment and monitoring** facilitate the transition from development to production with observability for autonomous systems. For more information, see the [LangGraph Platform GA](https://blog.langchain.dev/langgraph-platform-ga/) announcement. + * **Deployment and monitoring** facilitate the transition from development to production with observability for autonomous systems. For more information, see the [Amazon Bedrock AgentCore general availability](https://aws.amazon.com/blogs/machine-learning/amazon-bedrock-agentcore-is-now-generally-available/) announcement. @@ -34,2 +33,0 @@ This section profiles and compares the leading frameworks for building agentic A - * [Amazon Bedrock Agents](./bedrock-agents.html) - @@ -37,0 +36,2 @@ This section profiles and compares the leading frameworks for building agentic A + * [LlamaIndex](./llamaindex.html) +