├── .github ├── ISSUE_TEMPLATE │ ├── content_addition.yml │ ├── documentation_improvement.yml │ ├── documentation_question.yml │ └── technical_correction.yml ├── PULL_REQUEST_TEMPLATE.md └── workflows │ ├── build-deploy.yml │ ├── build-test.yaml │ └── typecheck.yml ├── .gitignore ├── .lycheeignore ├── .node-version ├── .prettierignore ├── AGENTS.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── README.md ├── docs ├── README.md ├── api-reference │ ├── agent.md │ ├── event-loop.md │ ├── experimental │ │ ├── agent_config.md │ │ ├── bidi │ │ │ ├── agent.md │ │ │ ├── io.md │ │ │ ├── models.md │ │ │ ├── tools.md │ │ │ └── types.md │ │ └── hooks.md │ ├── handlers.md │ ├── hooks.md │ ├── interrupt.md │ ├── models.md │ ├── multiagent.md │ ├── session.md │ ├── telemetry.md │ ├── tools.md │ └── types.md ├── assets │ ├── auto-redirect.js │ ├── logo-auto.svg │ ├── logo-dark.svg │ ├── logo-light.png │ ├── logo-light.svg │ ├── multimodal │ │ ├── whale_1.png │ │ ├── whale_2.png │ │ ├── whale_2_large.png │ │ └── whale_3.png │ └── trace_visualization.png ├── community │ ├── community-packages.md │ ├── integrations │ │ └── ag-ui.md │ ├── model-providers │ │ ├── clova-studio.md │ │ ├── cohere.md │ │ └── fireworksai.md │ ├── session-managers │ │ ├── agentcore-memory.md │ │ └── strands-valkey-session-manager.md │ └── tools │ │ ├── strands-deepgram.md │ │ ├── strands-hubspot.md │ │ ├── strands-teams.md │ │ ├── strands-telegram-listener.md │ │ ├── strands-telegram.md │ │ └── utcp.md ├── examples │ ├── README.md │ ├── cdk │ │ ├── deploy_to_ec2 │ │ │ ├── .gitignore │ │ │ ├── README.md │ │ │ ├── app │ │ │ │ └── app.py │ │ │ ├── bin │ │ │ │ └── cdk-app.ts │ │ │ ├── cdk.json │ │ │ ├── lib │ │ │ │ └── agent-ec2-stack.ts │ │ │ ├── package-lock.json │ │ │ ├── package.json │ │ │ ├── requirements.txt │ │ │ └── tsconfig.json │ │ ├── deploy_to_fargate │ │ │ ├── .gitignore │ │ │ ├── README.md │ │ │ ├── bin │ │ │ │ └── cdk-app.ts │ │ │ ├── cdk.json │ │ │ ├── docker │ │ │ │ ├── Dockerfile │ │ │ │ ├── app │ │ │ │ │ └── app.py │ │ │ │ └── requirements.txt │ │ │ ├── lib │ │ │ │ └── agent-fargate-stack.ts │ │ │ ├── package-lock.json │ │ │ ├── package.json │ │ │ └── tsconfig.json │ │ └── deploy_to_lambda │ │ │ ├── .gitignore │ │ │ ├── README.md │ │ │ ├── bin │ │ │ ├── cdk-app.ts │ │ │ └── package_for_lambda.py │ │ │ ├── cdk.json │ │ │ ├── lambda │ │ │ └── agent_handler.py │ │ │ ├── lib │ │ │ └── agent-lambda-stack.ts │ │ │ ├── package-lock.json │ │ │ ├── package.json │ │ │ ├── requirements.txt │ │ │ └── tsconfig.json │ ├── deploy_to_eks │ │ ├── README.md │ │ ├── chart │ │ │ ├── .helmignore │ │ │ ├── Chart.yaml │ │ │ ├── templates │ │ │ │ ├── NOTES.txt │ │ │ │ ├── _helpers.tpl │ │ │ │ ├── deployment.yaml │ │ │ │ ├── ingress.yaml │ │ │ │ ├── poddisruptionbudget.yaml │ │ │ │ ├── service.yaml │ │ │ │ └── serviceaccount.yaml │ │ │ └── values.yaml │ │ └── docker │ │ │ ├── Dockerfile │ │ │ ├── app │ │ │ └── app.py │ │ │ └── requirements.txt │ ├── evals-sdk │ │ ├── actor_simulator.py │ │ ├── custom_evaluator.py │ │ ├── evaluate_graph.py │ │ ├── evaluate_swarm.py │ │ ├── experiment_generator │ │ │ ├── simple_dataset.py │ │ │ ├── topic_planning_dataset.py │ │ │ └── trajectory_dataset.py │ │ ├── faithfulness_evaluator.py │ │ ├── goal_success_rate_evaluator.py │ │ ├── harmfulness_evaluator.py │ │ ├── helpfulness_evaluator.py │ │ ├── output_evaluator.py │ │ ├── tool_parameter_accuracy_evaluator.py │ │ ├── tool_selection_accuracy_evaluator.py │ │ └── trajectory_evaluator.py │ ├── python │ │ ├── agents_workflow.py │ │ ├── agents_workflows.md │ │ ├── cli-reference-agent.md │ │ ├── file_operations.md │ │ ├── file_operations.py │ │ ├── graph_loops_example.md │ │ ├── graph_loops_example.py │ │ ├── knowledge_base_agent.md │ │ ├── knowledge_base_agent.py │ │ ├── mcp_calculator.md │ │ ├── mcp_calculator.py │ │ ├── memory_agent.md │ │ ├── memory_agent.py │ │ ├── meta_tooling.md │ │ ├── meta_tooling.py │ │ ├── multi_agent_example │ │ │ ├── computer_science_assistant.py │ │ │ ├── english_assistant.py │ │ │ ├── index.md │ │ │ ├── language_assistant.py │ │ │ ├── math_assistant.py │ │ │ ├── multi_agent_example.md │ │ │ ├── no_expertise.py │ │ │ └── teachers_assistant.py │ │ ├── multimodal.md │ │ ├── multimodal.py │ │ ├── structured_output.md │ │ ├── structured_output.py │ │ ├── weather_forecaster.md │ │ └── weather_forecaster.py │ └── typescript │ │ └── deploy_to_bedrock_agentcore │ │ ├── .gitignore │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── create-iam-role.sh │ │ ├── index.ts │ │ ├── invoke.ts │ │ ├── package.json │ │ └── tsconfig.json ├── readme.ts ├── stylesheets │ └── extra.css └── user-guide │ ├── concepts │ ├── agents │ │ ├── agent-loop.md │ │ ├── conversation-management.md │ │ ├── conversation-management.ts │ │ ├── conversation-management_imports.ts │ │ ├── hooks.md │ │ ├── hooks.ts │ │ ├── prompts.md │ │ ├── prompts.ts │ │ ├── session-management.md │ │ ├── state.md │ │ ├── state.ts │ │ └── structured-output.md │ ├── experimental │ │ ├── agent-config.md │ │ ├── bidirectional-streaming │ │ │ ├── agent.md │ │ │ ├── events.md │ │ │ ├── hooks.md │ │ │ ├── interruption.md │ │ │ ├── io.md │ │ │ ├── models │ │ │ │ ├── gemini_live.md │ │ │ │ ├── nova_sonic.md │ │ │ │ └── openai_realtime.md │ │ │ ├── otel.md │ │ │ ├── quickstart.md │ │ │ └── session-management.md │ │ ├── multi-agent-hooks.md │ │ └── steering.md │ ├── interrupts.md │ ├── model-providers │ │ ├── amazon-bedrock.md │ │ ├── amazon-bedrock.ts │ │ ├── amazon-bedrock_imports.ts │ │ ├── amazon-nova.md │ │ ├── anthropic.md │ │ ├── clova-studio.md │ │ ├── cohere.md │ │ ├── custom_model_provider.md │ │ ├── custom_model_provider.ts │ │ ├── fireworksai.md │ │ ├── gemini.md │ │ ├── index.md │ │ ├── index.ts │ │ ├── index_imports.ts │ │ ├── litellm.md │ │ ├── llamaapi.md │ │ ├── llamacpp.md │ │ ├── mistral.md │ │ ├── ollama.md │ │ ├── openai.md │ │ ├── openai.ts │ │ ├── openai_imports.ts │ │ ├── sagemaker.md │ │ └── writer.md │ ├── multi-agent │ │ ├── agent-to-agent.md │ │ ├── agents-as-tools.md │ │ ├── graph.md │ │ ├── multi-agent-patterns.md │ │ ├── swarm.md │ │ └── workflow.md │ ├── streaming │ │ ├── async-iterators.md │ │ ├── async-iterators.ts │ │ ├── callback-handlers.md │ │ ├── index.md │ │ └── overview.ts │ └── tools │ │ ├── community-tools-package.md │ │ ├── custom-tools.md │ │ ├── executors.md │ │ ├── index.md │ │ ├── mcp-tools.md │ │ ├── mcp-tools.ts │ │ ├── tools.ts │ │ └── tools_imports.ts │ ├── deploy │ ├── deploy_to_amazon_ec2.md │ ├── deploy_to_amazon_eks.md │ ├── deploy_to_aws_fargate.md │ ├── deploy_to_aws_lambda.md │ ├── deploy_to_bedrock_agentcore │ │ ├── index.md │ │ ├── python.md │ │ └── typescript.md │ └── operating-agents-in-production.md │ ├── evals-sdk │ ├── eval-sop.md │ ├── evaluators │ │ ├── custom_evaluator.md │ │ ├── faithfulness_evaluator.md │ │ ├── goal_success_rate_evaluator.md │ │ ├── helpfulness_evaluator.md │ │ ├── index.md │ │ ├── interactions_evaluator.md │ │ ├── output_evaluator.md │ │ ├── tool_parameter_evaluator.md │ │ ├── tool_selection_evaluator.md │ │ └── trajectory_evaluator.md │ ├── experiment_generator.md │ ├── how-to │ │ ├── agentcore_evaluation_dashboard.md │ │ ├── experiment_management.md │ │ └── serialization.md │ ├── quickstart.md │ └── simulators │ │ ├── index.md │ │ └── user_simulation.md │ ├── observability-evaluation │ ├── evaluation.md │ ├── logs.md │ ├── logs.ts │ ├── metrics.md │ ├── metrics.ts │ ├── observability.md │ └── traces.md │ ├── quickstart.md │ ├── quickstart │ ├── overview.md │ ├── python.md │ ├── typescript.md │ └── typescript.ts │ └── safety-security │ ├── guardrails.md │ ├── pii-redaction.md │ ├── prompt-engineering.md │ └── responsible-ai.md ├── macros.py ├── mkdocs.yml ├── overrides ├── main.html └── partials │ └── logo.html ├── package.json ├── pyproject.toml ├── tsconfig.json ├── typedoc-tsconfig.json └── typedoc.json /.github/ISSUE_TEMPLATE/content_addition.yml: 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