# Generative AI Atlas > Generative AI Atlas provides builders with foundational knowledge and practical guidance through curated technical content, from core concepts to production-ready patterns. Whether you're beginning your GenAI journey or advancing existing implementations, find validated resources to build production-grade GenAI solutions. ## Topic Documentation - [Terminology](https://awslabs.github.io/generative-ai-atlas/topics/1_0_generative_ai_fundamentals/1_1_core_concepts_and_terminology/core_concepts_and_terminology.md) - [Business Value](https://awslabs.github.io/generative-ai-atlas/topics/1_0_generative_ai_fundamentals/1_2_business_value_and_use_cases/1_2_business_value_and_use_cases.md) - [Implementation Challenges](https://awslabs.github.io/generative-ai-atlas/topics/1_0_generative_ai_fundamentals/1_3_implementation_consideration_and_challenges/1_3_implementation_consideration_and_challenges.md) - [Responsible AI](https://awslabs.github.io/generative-ai-atlas/topics/1_0_generative_ai_fundamentals/1_4_responsible_ai_principles_and_considerations/1_4_responsible_ai_principles_and_considerations_placeholder.md) - [Current State of GenAI](https://awslabs.github.io/generative-ai-atlas/topics/1_0_generative_ai_fundamentals/1_5_evolution_and_current_state_of_generative_ai/1_5_evolution_and_current_state_of_generative_ai_placeholder.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/index.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/index.md) - [Integration Patterns](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_10_genai_integration_patterns/2_1_10_genai_integration_patterns.md) - [Model Context Procotol (MCP)](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_11_mcp/mcp.md) - [The Input Interface - Prompts](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_1_prompt/2_1_1_prompt.md) - [Model Outputs](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_2_model_outputs/2_1_2_model_outputs.md) - [Context Windows](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_3_context_windows/2_1_3_context_windows.md) - [Tokens](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_4_tokens/2_1_4_tokens.md) - [Embeddings](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_5_embeddings/2_1_5_embeddings.md) - [Vector Databases](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_6_vector_databases/2_1_6_vector_databases.md) - [RAG](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_7_rag/2_1_7_rag.md) - [Fine-tuning](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_8_fine_tuning/2_1_8_fine_tuning.md) - [Agents](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_1_key_primitives/2_1_9_agents/2_1_9_agents.md) - [Model Types](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_2_types_of_generative_ai_models_and_capabilities/2_2_types_of_generative_ai_models_and_capabilities.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_1_data_engineering/index.md) - [Foundation](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_1_data_engineering/2_3_1-1_data_engineering_foundation/data_engineering_concepts.md) - [Core Data Quality](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_1_data_engineering/2_3_1-2_core_data_engineering_quality_concepts/core_concepts.md) - [CookBooks](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_1_data_engineering/2_3_1-3_core_data_engineering_cookboks/core_pipeline.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/index.md) - [Key Terminology](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/2_3_2-1_key_terminology/key_terminology.md) - [Tokens and Embeddings](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/2_3_2-2_tokens_embeddings/tokens_embeddings.md) - [Core Components](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/2_3_2-3_core_components/core_components.md) - [Context and Memory](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/2_3_2-4_context_memory/context_memory.md) - [Temperature and Sampling](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/2_3_2-5_temperature_sampling/temperature_sampling.md) - [Input/Output Relationships](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/2_3_2-6_input_output/input_output.md) - [Prompt Composition](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/2_3_2-7_composition/composition.md) - [Technical Limitations](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_2_prompt_engineering/2_3_2-8_limitations/limitations.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_3_RAG(retrieval Augmented Generation)/index.md) - [Ingest Pipelines](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_3_RAG(retrieval Augmented Generation)/2_3_3-1-ingestion_pipelines/2_3_3-1-ingestion_pipelines.md) - [Retrieval Pipelines](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_3_RAG(retrieval Augmented Generation)/2_3_3-2-Retrieval_pipelines/2.3.3.2 Retrieval Pipelines.md) - [Generation Pipelines](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_3_RAG(retrieval Augmented Generation)/2_3_3-3-Generation_pipelines/2.3.3.3 Generation Pipelines.md) - [Advanced RAG Patterns](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_3_RAG(retrieval Augmented Generation)/2_3_3-4-Advanced_RAG_patterns/2.3.3.4 Advanced RAG Patterns.md) - [Performance Tuning](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_3_RAG(retrieval Augmented Generation)/2_3_3-5-Performance_tuning_of_RAG_systems/2.3.3.5 Performance Tuning of RAG Systems.md) - [Structured RAG](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_3_RAG(retrieval Augmented Generation)/2_3_3-6-Structured RAG/2_3_3-6-Structured RAG.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/index.md) - [Overview](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/fine_tuning.md) - [Full Fine-tuning](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-1_full_fine-tuning/full_fine-tuning.md) - [Overview](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-2_PEFT(parameter efficient fine-tuning)/peft.md) - [LoRA](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-2_PEFT(parameter efficient fine-tuning)/2_3_4_2_1LoRA/lora.md) - [QLoRA](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-2_PEFT(parameter efficient fine-tuning)/2_3_4_2_2QLoRA/qlora.md) - [Overview](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-3_Preference Alignment/preference_alignment.md) - [RLHF](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-3_Preference Alignment/2_3_4_3_1_reinforcement_learning_from_human_feedback(RLHF)/rlhf.md) - [DPO](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-3_Preference Alignment/2_3_4_3_2_direct_preference_optimization(DPO)/dpo.md) - [GRPO](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-3_Preference Alignment/2_3_4_3_3_group_relative_policy_optimization/gpo.md) - [Distillation](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_4_fine-tuning/2_3_4-4_Distillation/distillation.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_5_inference/index.md) - [Online Inference](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_5_inference/2_3_5-1_online_inference/online_inference.md) - [Async Inference](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_5_inference/2_3_5-2_async_inference/async_inference.md) - [Model Serving](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_5_inference/2_3_5-3_model_serving/model_serving.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_6_orchestration_patterns/index.md) - [Fan-out/Fan-in](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_6_orchestration_patterns/1_fan-out-fan-in/fan-out-fan-in.md) - [Prompt Chaining](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_6_orchestration_patterns/2_prompt-chaining/prompt-chaining.md) - [Human-in-the-loop](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_6_orchestration_patterns/3_human-in-the-loop/human-in-the-loop.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_7_agents_and_autonomous_systems/index.md) - [Getting Started](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_7_agents_and_autonomous_systems/2_3_7-1_getting_started/what_is_an_agentic_system.md) - [Workflows](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_7_agents_and_autonomous_systems/2_3_7-3_workflow_agents/design_patterns.md) - [Autonomous Agents](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_7_agents_and_autonomous_systems/2_3_7-4_autonomous_agents/understanding_autonomous_agents.md) - [Multi-Agent Applications](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_7_agents_and_autonomous_systems/2_3_7-5_multi_agent_systems/multi_agent_architectures.md) - [Testing and Evaluation](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_3_core_archtectural_concepts/2_3_7_agents_and_autonomous_systems/2_3_7-6_reference_architectures/testing_and_evaluation.md) - [Hallucination Management](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_5_managing_hallucinations_and_guardrails/hallucinations_and_guardrails.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/index.md) - [Introduction](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/introduction_to_generative_AI_evaluations.md) - [Model Evaluation](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_1_model_evaluation/2_6_1_model_evaluation.md) - [Prompt Evaluation](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_2_prompt_evaluation/2_6_2_prompt_evaluation.md) - [Overview](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_3_evaluation_technique/2_6_3_evaluation_techniques.md) - [LLM as a Judge](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_3_evaluation_technique/2_6_3_1_llm_as_a_judge/2_6_3_1_llm_as_a_judge.md) - [Rubric Based Evaluation](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_3_evaluation_technique/2_6_3_2_rubric_based_evaluation/2_6_3_2_rubric_based_evaluation.md) - [Traditional Metrics](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_3_evaluation_technique/2_6_3_3_traditional_evaluation_metrics/2_6_3_3_traditional_evaluation_metrics.md) - [Overview](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_4_domain_specific_evaluations/2_6_4_domain_specific_evalutions.md) - [RAG Systems](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_4_domain_specific_evaluations/2_6_4_1_evaluating_rag_systems/2_6_4_1_evaluating_rag_systems.md) - [Document Processing](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_4_domain_specific_evaluations/2_6_4_2_evaluating_intelligent_document_processing/2_6_4_2_evaluating_intelligent_document_processing.md) - [Chatbot Systems](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_4_domain_specific_evaluations/2_6_4_3_evaluating_chat/2_6_4_3_evaluating_chat.md) - [Summarization Systems](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_4_domain_specific_evaluations/2_6_4_4_evaluating_summarization/2_6_4_4_evaluating_summarization.md) - [Agentic Workflow](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_4_domain_specific_evaluations/2_6_4_5_evaluating_agentic_workflow/2_6_4_5_evaluating_agentic_workflow.md) - [Text2SQL Systems](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_4_domain_specific_evaluations/2_6_4_6_evaluating_text2sql/2_6_4_6_evaluating_text2sql.md) - [Video Understanding](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_4_domain_specific_evaluations/2_6_4_7_evaluating_video_understanding/2_6_4_7_evaluating_video_understanding.md) - [Evaluation at Scale](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_6_model_evaluation_and_selection_criteria/2_6_5_evaluation_at_scale/2_6_5_evaluation_at_scale.md) - [Output Customization](https://awslabs.github.io/generative-ai-atlas/topics/2_0_technical_foundations_and_patterns/2_7_output_customization_taxonomy/customization_taxonomy.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/index.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/index.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/index.md) - [Application Interface](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/3_1_1_1_application_interface/index.md) - [Application Engine](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/3_1_1_2_application_engine/index.md) - [Memory System](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/3_1_1_3_memory_system/index.md) - [LLM Gateway](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/3_1_1_4_llm_gateway/index.md) - [Knowledge Base](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/3_1_1_5_knowledge_base/index.md) - [Tool Gateway](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/3_1_1_6_tool_gateway/index.md) - [Application Observability](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/3_1_1_7_application_observability/index.md) - [Human-in-the-Loop](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_1_foundation_architecture_components/3_1_1_8_additional_components/3_1_1_8_1_human_in_the_loop/3_1_1_8_1_human_in_the_loop.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/index.md) - [Chatbot Architecture](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_1_chatbot_architecture/3_1_2_1_chatbot_architecture.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_2_intelligent_document_processing/index.md) - [Document Ingestion](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_2_intelligent_document_processing/3_1_2_2_1_document_ingestion/document_ingestion.md) - [Information Extraction](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_2_intelligent_document_processing/3_1_2_2_2_information_extraction/information_extraction.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_3_multimodal_ai_system/index.md) - [Multimodal Understanding](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_3_multimodal_ai_system/3_1_2_3_1_multimodal_understanding/multimodal_understanding.md) - [Image Generation](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_3_multimodal_ai_system/3_1_2_3_2_image_generation/image_generation_doc.md) - [Video Generation](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_3_multimodal_ai_system/3_1_2_3_3_video_generation/video_generation_doc.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_4_data_insight_architecture/index.md) - [Text-to-SQL Application](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_4_data_insight_architecture/3_1_2_4_1_text_to_sql_application/3_1_2_4_1_text_to_sql_application.md) - [Generative BI](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_1_system_and_application_design_patterns_for_genai/3_1_2_architecture_patterns_by_application_type/3_1_2_4_data_insight_architecture/3_1_2_4_2_generative_bi/3_1_2_4_2_generative_bi.md) - [Pre-retrieval Techniques](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_3_retrieval_augmented_generation/3_3_1_pre-retrieval_techniques/3_3_1_pre-retrieval_techniques.md) - [Retrieval Optimization](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_3_retrieval_augmented_generation/3_3_2_retrieval_optimization/3_3_2_retrieval_optimization.md) - [Post-retrieval Optimization](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_3_retrieval_augmented_generation/3_3_3_post-retrieval_optimization/3_3_3_post-retrieval_optimization.md) - [Multimodal RAG](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_3_retrieval_augmented_generation/3_3_4_multi_modal_rag/3_3_4_multi_modal_rag.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/index.md) - [T-Shirt Sizing](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_1_application_runtime_optimization/3_4_1_1_application_performance/3_4_1_1_1_t_shirt_sizing.md) - [Performance Monitoring](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_1_application_runtime_optimization/3_4_1_1_application_performance/3_4_1_1_2_application_performance_monitoring.md) - [Runtime Environment](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_1_application_runtime_optimization/3_4_1_2_runtime_environment_scalability/3_4_1_2_runtime_environment_scalability.md) - [Overview](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_2_model_inference_optimization/index.md) - [Model Selection](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_2_model_inference_optimization/3_4_2_1_model_selection.md) - [Model Quantization](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_2_model_inference_optimization/3_4_2_2_model_quantization.md) - [Model Parallelization](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_2_model_inference_optimization/3_4_2_3_model_parallelization.md) - [Model Distillation](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_2_model_inference_optimization/3_4_2_4_model_distillation.md) - [Model Deployment](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_2_model_inference_optimization/3_4_2_5_model_deployment.md) - [Other Optimizations](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_4_scalability_performance/3_4_3_other_optimizations/3_4_3_1_other_optimizations.md) - [Prompt Injection & Jailbreak](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_5_security_privacy/3_5_1_security_threats_management/3_5_1-1_prompt_injection_jailbreak/prompt_injection_jailbreak.md) - [Content Safety & Filtering](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_5_security_privacy/3_5_1_security_threats_management/3_5_1-2_content_safety_output_filtering/content_safety_output_filtering.md) - [Authentication & Authorization](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_5_security_privacy/3_5_2_access_control_frameworks/3_5_2-1_authentication_authorization/authentication_authorization.md) - [Multi-tenant Security](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_5_security_privacy/3_5_2_access_control_frameworks/3_5_2-2_multi_tenant_security/multi_tenant_security.md) - [Compliance and Data Protection](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_5_security_privacy/3_5_3_compliance_data_protection/compliance_data_protection.md) - [Regulatory Governance](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_5_security_privacy/3_5_3_compliance_data_protection/3_5_3-2_regulatory_governance/regulatory_governance.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_6_cost_optimization/index.md) - [Business Strategy and Value](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_6_cost_optimization/3_6_1_business_strategy_and_value_assessment/readme.md) - [Cost Estimation](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_6_cost_optimization/3_6_2_cost_estimation/readme.md) - [Optimization Strategy](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_6_cost_optimization/3_6_3_cost_optimization_strategy/readme.md) - [Tracking and Monitoring](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_6_cost_optimization/3_6_4_cost_tracking_and_monitoring/readme.md) - [Resilience](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_7_resilience_high_availability/resilience.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_9_AIOps/index.md) - [Building GenAI Applications](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_9_AIOps/aiops_applicationbuilding.md) - [Data Management](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_9_AIOps/aiops_datamanagement.md) - [Deploying GenAI Applications](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_9_AIOps/aiops_deployment.md) - [Creating/Fine-tuning Models](https://awslabs.github.io/generative-ai-atlas/topics/3_0_architecture_and_design_patterns/3_9_AIOps/aiops_modeltuning.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/4_0_systematic_path_to_production_framework/index.md) - [Business Strategy](https://awslabs.github.io/generative-ai-atlas/topics/4_0_systematic_path_to_production_framework/4_1_business_strategy_value_creation/index.md) - [Data Foundation](https://awslabs.github.io/generative-ai-atlas/topics/4_0_systematic_path_to_production_framework/4_2_data_model_foundation/index.md) - [Training](https://awslabs.github.io/generative-ai-atlas/topics/4_0_systematic_path_to_production_framework/4_3_training_upskilling/index.md) - [Governance](https://awslabs.github.io/generative-ai-atlas/topics/4_0_systematic_path_to_production_framework/4_4_governance/index.md) - [Responsible AI](https://awslabs.github.io/generative-ai-atlas/topics/4_0_systematic_path_to_production_framework/4_5_responsible_ai/index.md) - [SDLC](https://awslabs.github.io/generative-ai-atlas/topics/4_0_systematic_path_to_production_framework/4_6_sdlc/index.md) - [Operations](https://awslabs.github.io/generative-ai-atlas/topics/4_0_systematic_path_to_production_framework/4_7_operations/index.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/5_0_organization_adoption_framework/index.md) - [Organizational AI Vision](https://awslabs.github.io/generative-ai-atlas/topics/5_0_organization_adoption_framework/5_1_vision_and_strategy/5_1_1_organizational_ai_vision.md) - [Value Identification](https://awslabs.github.io/generative-ai-atlas/topics/5_0_organization_adoption_framework/5_1_vision_and_strategy/5_1_2_value_identification_prioritization.md) - [ROI Framework](https://awslabs.github.io/generative-ai-atlas/topics/5_0_organization_adoption_framework/5_1_vision_and_strategy/5_1_3_roi_framework.md) - [AI CoE](https://awslabs.github.io/generative-ai-atlas/topics/5_0_organization_adoption_framework/5_2_governance_and_organization/5_2_1_ai_center_of_excellence.md) - [Organizational Design](https://awslabs.github.io/generative-ai-atlas/topics/5_0_organization_adoption_framework/5_2_governance_and_organization/5_2_2_organizational_design_team_structure.md) - [Risk and Compliance](https://awslabs.github.io/generative-ai-atlas/topics/5_0_organization_adoption_framework/5_2_governance_and_organization/5_2_3_risk_and_compliance_mngmt.md) - [Change Management](https://awslabs.github.io/generative-ai-atlas/topics/5_0_organization_adoption_framework/5_3_implementation_and_execution/5_3_2_change_management_and_adoption.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/index.md) - [Anti-Money Laundering (AML) Investigation](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_2_fis/aml_investigation.md) - [Personalized Customer Onboarding](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_2_fis/personalized_customer_onboarding.md) - [Smart Product Onboarding](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_3_retail/smart_product_onboarding.md) - [Smart Prescrition Reader](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_4_healthcare/smart_prescription_reader.md) - [Automated Contract Compliance Analysis](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_5_cross_industry/automated_contract_analysis.md) - [Customer Service Assistant](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_5_cross_industry/customer_service_assistant.md) - [Dynamic Document Management with GraphRAG](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_5_cross_industry/dynamic_document_management.md) - [Intelligent Document Processing](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_5_cross_industry/idp_with_genai.md) - [Next-Generation Marketing Campaign](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_5_cross_industry/marketing_campaign.md) - [Multi-Page Document Analysis](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_5_cross_industry/multipage_document_analysis.md) - [RFP Answer Generation](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_5_cross_industry/rfp.md) - [Self-Service Analytics Platform](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_1_reference_applications_by_industry/6_1_5_cross_industry/self_service_analytics.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_3_case_studies_and_success_stories/index.md) - [Financial Services](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_3_case_studies_and_success_stories/6_3_2_fis/fis.md) - [Manufacturing](https://awslabs.github.io/generative-ai-atlas/topics/6_0_example_application_and_reference_code/6_3_case_studies_and_success_stories/6_3_4_manufacturing/manufacturing.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/7_0_resource_and_tools/index.md) - [AWS Services](https://awslabs.github.io/generative-ai-atlas/topics/7_0_resource_and_tools/7_1_AWS_Services/aws_services.md) - [AI Agents](https://awslabs.github.io/generative-ai-atlas/topics/7_0_resource_and_tools/7_2_Popular_tools_libs_and_frameworks/7_2_1_Agent/7_2_1_Agent_tools_libs_and_frameworks.md) - [Model Development](https://awslabs.github.io/generative-ai-atlas/topics/7_0_resource_and_tools/7_2_Popular_tools_libs_and_frameworks/7_2_2_Model_Development/7_2_2_Model_tools_libs_and_frameworks.md) - [Community Support](https://awslabs.github.io/generative-ai-atlas/topics/7_0_resource_and_tools/7_4_Community_Forums_Learning_Resources_and_Support/community_forums_learning_resources_and_support.md) - [Index](https://awslabs.github.io/generative-ai-atlas/topics/8_0_isv_focus/index.md) - [Selling with AWS](https://awslabs.github.io/generative-ai-atlas/topics/8_0_isv_focus/8_2_sell_with_aws/sell_with_aws.md) - [COGS & ROI](https://awslabs.github.io/generative-ai-atlas/topics/8_0_isv_focus/8_3_cogs_and_roi/cogs_and_roi.md) - [Multi-tenancy](https://awslabs.github.io/generative-ai-atlas/topics/8_0_isv_focus/8_4_secure_multitenancy/secure_multitenancy.md) - [IP Protection](https://awslabs.github.io/generative-ai-atlas/topics/8_0_isv_focus/8_5_protecting_intellectual_property/protecting_intellectual_property.md) - [Control & Data Planes](https://awslabs.github.io/generative-ai-atlas/topics/8_0_isv_focus/8_6_control_and_data_plane_considerations/control_and_data_plane_considerations.md)