From 6c0f8077fe90fe1650c71a9a6bb60d154aee8d3f Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Sun, 29 Dec 2024 17:09:13 +0300
Subject: [PATCH 01/28] new genai rag guide

Signed-off-by: Your Name <you@example.com>
---
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+---
+title: Leveraging RAG in GenAI to teach new information
+linkTitle: Leveraging RAG in GenAI
+description:  This guide walks through the process of setting up and utilizing a GenAI stack with Retrieval-Augmented Generation (RAG) systems and graph databases. Learn how to integrate graph databases like Neo4j with AI models for more accurate, contextually-aware responses.
+keywords: Docker, GenAI, Retrieval-Augmented Generation, RAG, Graph Databases, Neo4j, AI, LLM
+summary: |
+  This guide explains setting up a GenAI stack with Retrieval-Augmented Generation (RAG) and Neo4j, covering key concepts, deployment steps, and a case study. It also includes troubleshooting tips for optimizing AI performance with real-time data.
+tags: [ai]
+params:
+  time: 35 minutes
+---
+
+
+This guide walks you through setting up a powerful AI stack that integrates Retrieval-Augmented Generation (RAG) systems with graph databases. In this guide, you’ll learn how to:
+
+- Set up a GenAI system that enhances language models with real-time data from graph databases
+- Use Docker to containerize and deploy the complete GenAI stack, including graph databases and AI models
+- Leverage Neo4j for efficient information retrieval and context-aware AI responses
+- Inspecting data in the database, ensuring smooth operation for AI-driven applications
+
+
+
+## Introduction to Graph Databases 
+
+All NoSQL databases can be grouped under 4 main groups:
+
+* Document-based databases
+* Key-value stores
+* Column-oriented databases
+* Graph-based databases
+
+Being one of the four main groups, graph databases are specialized database systems designed to store and query data where relationships between entities are as important as the entities themselves. Unlike traditional databases, graph databases use nodes (vertices) to store entities and edges to store relationships between these entities, making them ideal for handling highly connected data.
+
+### Graph Databases vs SQL Databases 
+
+1. Data Model:
+   - SQL: Uses tables with rows and columns, relationships expressed through foreign keys
+   - Graph: Uses nodes and edges, relationships are much more flexible
+
+2. Schema Flexibility:
+   - SQL: Rigid schema, changes require extra steps
+   - Graph: Flexible schema, can add new relationships without migrations
+
+3. Use Cases:
+   - SQL: Structured data with fixed relationships
+   - Graph: Social networks, recommendation engines, knowledge graphs
+
+
+## Understanding RAG (Retrieval-Augmented Generation) 
+
+RAG (Retrieval-Augmented Generation) is a hybrid framework that enhances the capabilities of large language models by integrating information retrieval. It combines three core components:  
+
+- **Information retrieval** from an external knowledge base  
+- **Large Language Model (LLM)** for generating responses  
+- **Vector embeddings** to enable semantic search  
+
+In a Retrieval-Augmented Generation (RAG) system, vector embeddings are used to represent the semantic meaning of text in a way that a machine can understand and process. For instance, the words "dog" and "puppy" will have similar embeddings because they share similar meanings. By integrating these embeddings into the RAG framework, the system can combine the generative power of large language models with the ability to pull in highly relevant, contextually-aware data from external sources.
+
+The system operates as follows:  
+1. Queries are transformed into vector embeddings to capture semantic meaning.  
+2. Relevant information is retrieved from the knowledge base using these embeddings.  
+3. The retrieved data is used to augment the input prompt for the LLM.  
+4. The LLM generates responses that blend the model's inherent knowledge with the retrieved context.  
+
+### When RAG is Effective 
+
+1. Knowledge Limitations:
+   - LLMs have fixed knowledge cutoffs
+   - Cannot access real-time or specialized information
+   - May hallucinate or provide outdated information
+
+2. Business Requirements:
+   - Need for accurate, up-to-date information
+   - Compliance and auditability
+   - Domain-specific knowledge integration
+
+3. Cost Efficiency:
+   - Reduced need for model fine-tuning
+   - Smaller models can perform well with good context
+   - Lower computational requirements
+
+
+
+
+## A Case Study in RAG Implementation 
+
+### What is Apache NiFi? 
+
+Apache NiFi is a powerful data integration tool, but in our context, it serves us as a concept rather than a tool. Since it's a relatively new concept, large language models (LLMs) may have limited or no inherent knowledge about it.
+
+
+
+    Question: What is Apache Nifi? 
+    RAG: Disabled
+
+    Hello! I'm here to help you with your question about Apache NiFi. Unfortunately, I don't know the answer to that question. I'm just an AI and my knowledge cutoff is December 2022, so I may not be familiar with the latest technologies or software. Can you please provide more context or details about Apache NiFi? Maybe there's something I can help you with related to it.
+
+    Question: What is Apache Nifi? 
+    RAG: Enabled
+
+    Answer:
+
+    Apache NiFi is an open-source, distributed data processing system that allows you to collect, transform, and transport data across various sources and sinks. It provides a graphical user interface for designing and managing data flows, as well as a set of APIs for integrating with other systems.
+
+    According to this Stack Overflow question, the free Neo4J JDBC driver doesn't understand SQL, only Cypher, so you would need to use a non-free BI Connector to connect to Neo4j from Apache Drill.
+
+    Additionally, this Stack Overflow question suggests that Apache POI does work in a Neo4j User Defined Function. However, there may be an unknown glitch in the standalone UDF mentioned in the initial question.
+
+    To export data from Neo4j to Excel using APOC Extended procedures, you can use apoc.export.xls.query which takes a Cypher query and exports the results to an Excel file.
+
+    References:
+
+    How to connect and query Neo4j Database on Apache Drill?
+    Is a Neo4j UDF compatible with Apache POI?
+
+
+
+
+## Setting Up GenAI Stack with GPU Acceleration on Linux 
+
+To set up and run the GenAI stack on a Linux host with GPU acceleration, execute the following command:
+
+```bash
+docker compose --profile linux-gpu up -d
+```
+
+### Setting Up on Other Platforms 
+
+For instructions on how to set up the stack on other platforms, refer to [this page](https://github.com/docker/genai-stack). 
+
+---
+
+### Notes 
+
+- **Initial Startup**: The first startup may take some time because the system needs to download a large language model (LLM).
+- **Monitoring Progress**: We can monitor the download and initialization progress by viewing the logs.
+
+Run the following command to view the logs:
+
+```bash
+docker compose logs
+```
+
+Wait for specific lines in the logs indicating that the download is complete and the stack is ready. These lines typically confirm successful setup and initialization.
+
+    pull-model-1 exited with code 0
+    database-1    | 2024-12-29 09:35:53.269+0000 INFO  Started.
+    pdf_bot-1     |   You can now view your Streamlit app in your browser.
+    loader-1      |   You can now view your Streamlit app in your browser.
+    bot-1         |   You can now view your Streamlit app in your browser.
+
+
+    You can now access the interface at [http://localhost:8501/](http://localhost:8501/) to ask questions. For example, you can try the sample question:
+
+
+    What is Apache Nifi? 
+
+
+    The response should be similar to the following:
+
+
+    ... I'm just an AI and my knowledge cutoff is December 2022...
+
+
+Now it's time to teach the AI some new tricks. First, connect to [loader-1](http://localhost:8502/). Instead of using the "neo4j" tag, change it to the "apache-nifi" tag, then click the **Import** button. After the import is successful, access Neo4j to verify the data.
+
+
+
+After logging in to [http://localhost:7474/](http://localhost:7474/) using the credentials from the `.env` file, you can run queries on Neo4j. Using the Neo4j Cypher query language, you can check for the data stored in the database.
+
+To count the data, run the following query:
+
+
+```cypher
+MATCH (n)
+RETURN DISTINCT labels(n) AS NodeTypes, count(*) AS Count
+ORDER BY Count DESC;
+```
+
+
+You can also run the following query to visualize the data:
+
+```cypher
+CALL db.schema.visualization()
+```
+
+To check the relationships in the database, run the following query:
+
+```cypher
+CALL db.relationshipTypes()
+```
+
+Now, we are ready to enable our LLM to use this information. Go back to [http://localhost:8501/](http://localhost:8501/), enable the **RAG** checkbox, and ask the same question again. The LLM will now provide a more detailed answer.
+
+Keep in mind that new questions will be added to Stack Overflow, and due to the inherent randomness in most AI models, the answers may vary and won't be identical to those in this example.
+
+Feel free to start over with another [Stack Overflow tag](https://stackoverflow.com/tags). To drop all data in Neo4j, you can use the following command in the Neo4j Web UI:
+
+
+```cypher
+MATCH (n)
+DETACH DELETE n;
+```
+
+For optimal results, choose a tag that the LLM is not familiar with.
+

From d39a925b666f5500d8898fc69da04052745172d6 Mon Sep 17 00:00:00 2001
From: Baransel SAGINDA <redirecter2@gmail.com>
Date: Sat, 11 Jan 2025 13:39:19 +0300
Subject: [PATCH 02/28] details added to steps and reorganized

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diff --git a/content/guides/genai-rag.md b/content/guides/genai-leveraging-rag/index.md
similarity index 60%
rename from content/guides/genai-rag.md
rename to content/guides/genai-leveraging-rag/index.md
index f92f725fe23..f8e78f90e55 100644
--- a/content/guides/genai-rag.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -11,39 +11,16 @@ params:
 ---
 
 
-This guide walks you through setting up a powerful AI stack that integrates Retrieval-Augmented Generation (RAG) systems with graph databases. In this guide, you’ll learn how to:
 
-- Set up a GenAI system that enhances language models with real-time data from graph databases
-- Use Docker to containerize and deploy the complete GenAI stack, including graph databases and AI models
-- Leverage Neo4j for efficient information retrieval and context-aware AI responses
-- Inspecting data in the database, ensuring smooth operation for AI-driven applications
+## Introduction
 
+Retrieval-Augmented Generation (RAG) is a powerful framework that enhances large language models (LLMs) by integrating information retrieval from external knowledge sources. This guide focuses on a specialized RAG implementation using graph databases like Neo4j, which excel in managing highly connected, relational data. Unlike traditional RAG setups with vector databases, combining RAG with graph databases offers better context-awareness and relationship-driven insights, making it ideal for domains like recommendation systems, compliance tracking, and social networks.
 
+In this guide, you will:
 
-## Introduction to Graph Databases 
-
-All NoSQL databases can be grouped under 4 main groups:
-
-* Document-based databases
-* Key-value stores
-* Column-oriented databases
-* Graph-based databases
-
-Being one of the four main groups, graph databases are specialized database systems designed to store and query data where relationships between entities are as important as the entities themselves. Unlike traditional databases, graph databases use nodes (vertices) to store entities and edges to store relationships between these entities, making them ideal for handling highly connected data.
-
-### Graph Databases vs SQL Databases 
-
-1. Data Model:
-   - SQL: Uses tables with rows and columns, relationships expressed through foreign keys
-   - Graph: Uses nodes and edges, relationships are much more flexible
-
-2. Schema Flexibility:
-   - SQL: Rigid schema, changes require extra steps
-   - Graph: Flexible schema, can add new relationships without migrations
-
-3. Use Cases:
-   - SQL: Structured data with fixed relationships
-   - Graph: Social networks, recommendation engines, knowledge graphs
+- Understand the benefits of integrating graph databases into a RAG system.
+- Set up a GenAI stack using Docker, including Neo4j and an AI model.
+- Explore a case study demonstrating the system’s effectiveness with real-world queries.
 
 
 ## Understanding RAG (Retrieval-Augmented Generation) 
@@ -62,80 +39,102 @@ The system operates as follows:
 3. The retrieved data is used to augment the input prompt for the LLM.  
 4. The LLM generates responses that blend the model's inherent knowledge with the retrieved context.  
 
-### When RAG is Effective 
-
-1. Knowledge Limitations:
-   - LLMs have fixed knowledge cutoffs
-   - Cannot access real-time or specialized information
-   - May hallucinate or provide outdated information
-
-2. Business Requirements:
-   - Need for accurate, up-to-date information
-   - Compliance and auditability
-   - Domain-specific knowledge integration
+To hold this vector information in a efficient manner, we need a special type of database.
 
-3. Cost Efficiency:
-   - Reduced need for model fine-tuning
-   - Smaller models can perform well with good context
-   - Lower computational requirements
 
+## Introduction to Graph Databases 
 
+Graph databases, such as Neo4j, are specifically designed for managing highly connected data. Unlike traditional relational databases, graph databases prioritize both the entities and the relationships between them, making them ideal for tasks where connections are as important as the data itself.
 
+In the broader landscape of NoSQL databases, there are four main categories:
 
-## A Case Study in RAG Implementation 
+* Document-based databases
+* Key-value stores
+* Column-oriented databases
+* Graph-based databases
 
-### What is Apache NiFi? 
+As one of these core categories, graph databases stand out for their unique approach to data storage and querying. They use nodes (or vertices) to represent entities and edges to represent the relationships between these entities. This structure allows for efficient handling of highly connected data and complex queries, which are difficult to manage in traditional database systems.
 
-Apache NiFi is a powerful data integration tool, but in our context, it serves us as a concept rather than a tool. Since it's a relatively new concept, large language models (LLMs) may have limited or no inherent knowledge about it.
+### Graph Databases vs SQL Databases 
 
+1. Data Model:
+   - SQL: Uses tables with rows and columns, relationships expressed through foreign keys
+   - Graph: Uses nodes and edges, relationships are much more flexible
 
+2. Schema Flexibility:
+   - SQL: Rigid schema, changes require extra steps
+   - Graph: Flexible schema, can add new relationships without migrations
 
-    Question: What is Apache Nifi? 
-    RAG: Disabled
+3. Use Cases:
+   - SQL: Structured data with fixed relationships
+   - Graph: Social networks, recommendation engines, knowledge graphs
 
-    Hello! I'm here to help you with your question about Apache NiFi. Unfortunately, I don't know the answer to that question. I'm just an AI and my knowledge cutoff is December 2022, so I may not be familiar with the latest technologies or software. Can you please provide more context or details about Apache NiFi? Maybe there's something I can help you with related to it.
 
-    Question: What is Apache Nifi? 
-    RAG: Enabled
 
-    Answer:
 
-    Apache NiFi is an open-source, distributed data processing system that allows you to collect, transform, and transport data across various sources and sinks. It provides a graphical user interface for designing and managing data flows, as well as a set of APIs for integrating with other systems.
+## Practical Implementation: A Case Study in RAG Effectiveness
 
-    According to this Stack Overflow question, the free Neo4J JDBC driver doesn't understand SQL, only Cypher, so you would need to use a non-free BI Connector to connect to Neo4j from Apache Drill.
+To illustrate the power of RAG systems in practice, let's examine a real-world implementation using Apache NiFi as our subject matter. This case study demonstrates how RAG can enhance an AI's ability to provide accurate, contextual information about specialized technical topics.
 
-    Additionally, this Stack Overflow question suggests that Apache POI does work in a Neo4j User Defined Function. However, there may be an unknown glitch in the standalone UDF mentioned in the initial question.
 
-    To export data from Neo4j to Excel using APOC Extended procedures, you can use apoc.export.xls.query which takes a Cypher query and exports the results to an Excel file.
 
-    References:
+## A Case Study in RAG Implementation 
 
-    How to connect and query Neo4j Database on Apache Drill?
-    Is a Neo4j UDF compatible with Apache POI?
+### Teaching AI About New Technologies
 
+Apache NiFi serves as an excellent example of the limitations of traditional LLMs and how RAG can overcome them. As a relatively recent technology, many LLMs have limited or outdated knowledge about it, making it a perfect candidate for demonstrating RAG's capabilities.
 
+Without RAG, the LLM may provide broad responses or acknowledge its limited knowledge when asked about information that is beyond its cutoff date.
 
 
 ## Setting Up GenAI Stack with GPU Acceleration on Linux 
 
-To set up and run the GenAI stack on a Linux host with GPU acceleration, execute the following command:
+To set up and run the GenAI stack on a Linux host, execute the following command:
+
+### GPU powered
 
 ```bash
+git clone https://github.com/docker/genai-stack
 docker compose --profile linux-gpu up -d
+mv env.example .env
+nano .env
+```
+Make sure following lines are commented out. Set your own credentials for security
+
+    NEO4J_URI=neo4j://database:7687
+    NEO4J_USERNAME=neo4j
+    NEO4J_PASSWORD=password
+    OLLAMA_BASE_URL=http://llm-gpu:11434
+
+
+
+### CPU powered
+
+```bash
+git clone https://github.com/docker/genai-stack
+docker compose --profile linux up -d
+mv env.example .env
+nano .env
 ```
+Make sure following lines are commented out. Set your own credentials for security
+
+    NEO4J_URI=neo4j://database:7687
+    NEO4J_USERNAME=neo4j
+    NEO4J_PASSWORD=password
+    OLLAMA_BASE_URL=http://llm:11434
+
 
 ### Setting Up on Other Platforms 
 
 For instructions on how to set up the stack on other platforms, refer to [this page](https://github.com/docker/genai-stack). 
 
 ---
+### Initial Startup
 
-### Notes 
-
-- **Initial Startup**: The first startup may take some time because the system needs to download a large language model (LLM).
-- **Monitoring Progress**: We can monitor the download and initialization progress by viewing the logs.
+The first startup may take some time because the system needs to download a large language model (LLM).
 
-Run the following command to view the logs:
+### Monitoring Progress
+We can monitor the download and initialization progress by viewing the logs. Run the following command to view the logs:
 
 ```bash
 docker compose logs
@@ -153,19 +152,30 @@ Wait for specific lines in the logs indicating that the download is complete and
     You can now access the interface at [http://localhost:8501/](http://localhost:8501/) to ask questions. For example, you can try the sample question:
 
 
-    What is Apache Nifi? 
+When we see those lines in the logs, web apps are ready to be used.
+
+Since our goal is to teach AI about things it does not yet know, we begin by asking it a simple question about Nifi at 
+[http://localhost:8501/](http://localhost:8501/).
+![alt text](image.png)
+
 
+    Question: What is Apache Nifi? 
+    RAG: Disabled
+
+    Hello! I'm here to help you with your question about Apache NiFi. Unfortunately, I don't know the answer to that question. I'm just an AI and my knowledge cutoff is December 2022, so I may not be familiar with the latest technologies or software. Can you please provide more context or details about Apache NiFi? Maybe there's something I can help you with related to it.
 
-    The response should be similar to the following:
 
+As we can see, AI does not know anything about this subject because it did not exist during the time of its training, also known as the information cutoff point.
 
-    ... I'm just an AI and my knowledge cutoff is December 2022...
+Now it's time to teach the AI some new tricks. First, connect to [http://localhost:8502/](http://localhost:8502/). Instead of using the "neo4j" tag, change it to the "apache-nifi" tag, then click the **Import** button. 
 
 
-Now it's time to teach the AI some new tricks. First, connect to [loader-1](http://localhost:8502/). Instead of using the "neo4j" tag, change it to the "apache-nifi" tag, then click the **Import** button. After the import is successful, access Neo4j to verify the data.
+![alt text](image-1.png)
 
 
 
+After the import is successful, we can access Neo4j to verify the data. 
+
 After logging in to [http://localhost:7474/](http://localhost:7474/) using the credentials from the `.env` file, you can run queries on Neo4j. Using the Neo4j Cypher query language, you can check for the data stored in the database.
 
 To count the data, run the following query:
@@ -177,6 +187,11 @@ RETURN DISTINCT labels(n) AS NodeTypes, count(*) AS Count
 ORDER BY Count DESC;
 ```
 
+To execute this query, write in the box on the top and click the blue run button.
+
+![alt text](image-2.png)
+
+Results will appera below. What we are seeing here is the information system downloaded from Stack Overflow and saved in the graph database. RAG will utilize this information to enhance its responses.
 
 You can also run the following query to visualize the data:
 
@@ -190,8 +205,32 @@ To check the relationships in the database, run the following query:
 CALL db.relationshipTypes()
 ```
 
+
+
 Now, we are ready to enable our LLM to use this information. Go back to [http://localhost:8501/](http://localhost:8501/), enable the **RAG** checkbox, and ask the same question again. The LLM will now provide a more detailed answer.
 
+![alt text](image-3.png)
+
+The system delivers comprehensive, accurate information by pulling from current technical documentation.
+
+    Question: What is Apache Nifi? 
+    RAG: Enabled
+
+    Answer:
+
+    Apache NiFi is an open-source, distributed data processing system that allows you to collect, transform, and transport data across various sources and sinks. It provides a graphical user interface for designing and managing data flows, as well as a set of APIs for integrating with other systems.
+
+    According to this Stack Overflow question, the free Neo4J JDBC driver doesn't understand SQL, only Cypher, so you would need to use a non-free BI Connector to connect to Neo4j from Apache Drill.
+
+    Additionally, this Stack Overflow question suggests that Apache POI does work in a Neo4j User Defined Function. However, there may be an unknown glitch in the standalone UDF mentioned in the initial question.
+
+    To export data from Neo4j to Excel using APOC Extended procedures, you can use apoc.export.xls.query which takes a Cypher query and exports the results to an Excel file.
+
+    References:
+
+    How to connect and query Neo4j Database on Apache Drill?
+    Is a Neo4j UDF compatible with Apache POI?
+
 Keep in mind that new questions will be added to Stack Overflow, and due to the inherent randomness in most AI models, the answers may vary and won't be identical to those in this example.
 
 Feel free to start over with another [Stack Overflow tag](https://stackoverflow.com/tags). To drop all data in Neo4j, you can use the following command in the Neo4j Web UI:
@@ -204,3 +243,21 @@ DETACH DELETE n;
 
 For optimal results, choose a tag that the LLM is not familiar with.
 
+
+### When RAG is Effective 
+
+1. Knowledge Limitations:
+   - LLMs have fixed knowledge cutoffs
+   - Cannot access real-time or specialized information
+   - May hallucinate or provide outdated information
+
+2. Business Requirements:
+   - Need for accurate, up-to-date information
+   - Compliance and auditability
+   - Domain-specific knowledge integration
+
+3. Cost Efficiency:
+   - Reduced need for model fine-tuning
+   - Smaller models can perform well with good context
+   - Lower computational requirements
+

From f3b1e44d66bfd9e444800898fd11a767d0a2026c Mon Sep 17 00:00:00 2001
From: Baransel SAGINDA <redirecter2@gmail.com>
Date: Sat, 11 Jan 2025 21:12:46 +0300
Subject: [PATCH 03/28] minor fixes to genai-leveraging-rag guide

---
 content/guides/genai-leveraging-rag/index.md | 63 ++++++--------------
 1 file changed, 18 insertions(+), 45 deletions(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index f8e78f90e55..9f193fdf886 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -14,14 +14,13 @@ params:
 
 ## Introduction
 
-Retrieval-Augmented Generation (RAG) is a powerful framework that enhances large language models (LLMs) by integrating information retrieval from external knowledge sources. This guide focuses on a specialized RAG implementation using graph databases like Neo4j, which excel in managing highly connected, relational data. Unlike traditional RAG setups with vector databases, combining RAG with graph databases offers better context-awareness and relationship-driven insights, making it ideal for domains like recommendation systems, compliance tracking, and social networks.
+Retrieval-Augmented Generation (RAG) is a powerful framework that enhances large language models (LLMs) by integrating information retrieval from external knowledge sources. This guide focuses on a specialized RAG implementation using graph databases like Neo4j, which excel in managing highly connected, relational data. Unlike traditional RAG setups with vector databases, combining RAG with graph databases offers better context-awareness and relationship-driven insights.
 
 In this guide, you will:
 
-- Understand the benefits of integrating graph databases into a RAG system.
-- Set up a GenAI stack using Docker, including Neo4j and an AI model.
-- Explore a case study demonstrating the system’s effectiveness with real-world queries.
-
+* Explore the advantages of integrating graph databases into a RAG framework.
+* Configure a GenAI stack with Docker, incorporating Neo4j and an AI model.
+* Analyze a real-world case study that highlights the effectiveness of this approach for handling specialized queries.
 
 ## Understanding RAG (Retrieval-Augmented Generation) 
 
@@ -34,58 +33,37 @@ RAG (Retrieval-Augmented Generation) is a hybrid framework that enhances the cap
 In a Retrieval-Augmented Generation (RAG) system, vector embeddings are used to represent the semantic meaning of text in a way that a machine can understand and process. For instance, the words "dog" and "puppy" will have similar embeddings because they share similar meanings. By integrating these embeddings into the RAG framework, the system can combine the generative power of large language models with the ability to pull in highly relevant, contextually-aware data from external sources.
 
 The system operates as follows:  
-1. Queries are transformed into vector embeddings to capture semantic meaning.  
-2. Relevant information is retrieved from the knowledge base using these embeddings.  
-3. The retrieved data is used to augment the input prompt for the LLM.  
-4. The LLM generates responses that blend the model's inherent knowledge with the retrieved context.  
+1. Questions get turned into mathematical patterns that capture their meaning  
+2. These patterns help find matching information in a database
+3. The found information gets added to the original question before passed to LLM 
+4. The LLM generates responses that blend the model's inherent knowledge with the this extra information.  
 
 To hold this vector information in a efficient manner, we need a special type of database.
 
-
 ## Introduction to Graph Databases 
 
 Graph databases, such as Neo4j, are specifically designed for managing highly connected data. Unlike traditional relational databases, graph databases prioritize both the entities and the relationships between them, making them ideal for tasks where connections are as important as the data itself.
 
-In the broader landscape of NoSQL databases, there are four main categories:
-
-* Document-based databases
-* Key-value stores
-* Column-oriented databases
-* Graph-based databases
-
-As one of these core categories, graph databases stand out for their unique approach to data storage and querying. They use nodes (or vertices) to represent entities and edges to represent the relationships between these entities. This structure allows for efficient handling of highly connected data and complex queries, which are difficult to manage in traditional database systems.
-
-### Graph Databases vs SQL Databases 
-
-1. Data Model:
-   - SQL: Uses tables with rows and columns, relationships expressed through foreign keys
-   - Graph: Uses nodes and edges, relationships are much more flexible
+Graph databases stand out for their unique approach to data storage and querying. They use nodes (or vertices) to represent entities and edges to represent the relationships between these entities. This structure allows for efficient handling of highly connected data and complex queries, which are difficult to manage in traditional database systems.
 
-2. Schema Flexibility:
-   - SQL: Rigid schema, changes require extra steps
-   - Graph: Flexible schema, can add new relationships without migrations
+SQL databases and graph databases differ significantly in their data models. SQL databases use a tabular structure with rows and columns, where relationships between entities are established using foreign keys. This approach works well for structured data and predefined relationships. In contrast, graph databases represent data as nodes (entities) and edges (relationships), making the representation of relationships more intuitive and flexible. This structure is particularly advantageous for complex, interconnected data.
 
-3. Use Cases:
-   - SQL: Structured data with fixed relationships
-   - Graph: Social networks, recommendation engines, knowledge graphs
+Another key difference lies in schema flexibility. SQL databases operate on a rigid schema, meaning any changes to the data structure, such as adding new columns or altering relationships, typically require careful planning and migration processes. Graph databases, however, are schema-optional, allowing for much greater flexibility. New nodes, edges, or properties can be introduced without disrupting existing data, enabling faster adaptation to changing requirements.
 
-
-
-
-## Practical Implementation: A Case Study in RAG Effectiveness
+## Practical Implementation: Testing RAG Effectiveness
 
 To illustrate the power of RAG systems in practice, let's examine a real-world implementation using Apache NiFi as our subject matter. This case study demonstrates how RAG can enhance an AI's ability to provide accurate, contextual information about specialized technical topics.
 
-
-
-## A Case Study in RAG Implementation 
-
 ### Teaching AI About New Technologies
 
 Apache NiFi serves as an excellent example of the limitations of traditional LLMs and how RAG can overcome them. As a relatively recent technology, many LLMs have limited or outdated knowledge about it, making it a perfect candidate for demonstrating RAG's capabilities.
 
 Without RAG, the LLM may provide broad responses or acknowledge its limited knowledge when asked about information that is beyond its cutoff date.
 
+   Question: What important events happened in 2024?
+   RAG: Disabled
+
+   I'm happy to help! Unfortunately, I'm a large language model, I don't have access to real-time information or events that occurred after my training data cutoff in 2024. Therefore, I cannot provide you with any important events that happened in 2024. My apologize for any inconvenience this may cause. Is there anything else I can help you with?
 
 ## Setting Up GenAI Stack with GPU Acceleration on Linux 
 
@@ -106,8 +84,6 @@ Make sure following lines are commented out. Set your own credentials for securi
     NEO4J_PASSWORD=password
     OLLAMA_BASE_URL=http://llm-gpu:11434
 
-
-
 ### CPU powered
 
 ```bash
@@ -123,17 +99,17 @@ Make sure following lines are commented out. Set your own credentials for securi
     NEO4J_PASSWORD=password
     OLLAMA_BASE_URL=http://llm:11434
 
-
 ### Setting Up on Other Platforms 
 
 For instructions on how to set up the stack on other platforms, refer to [this page](https://github.com/docker/genai-stack). 
 
----
+
 ### Initial Startup
 
 The first startup may take some time because the system needs to download a large language model (LLM).
 
 ### Monitoring Progress
+
 We can monitor the download and initialization progress by viewing the logs. Run the following command to view the logs:
 
 ```bash
@@ -151,7 +127,6 @@ Wait for specific lines in the logs indicating that the download is complete and
 
     You can now access the interface at [http://localhost:8501/](http://localhost:8501/) to ask questions. For example, you can try the sample question:
 
-
 When we see those lines in the logs, web apps are ready to be used.
 
 Since our goal is to teach AI about things it does not yet know, we begin by asking it a simple question about Nifi at 
@@ -173,14 +148,12 @@ Now it's time to teach the AI some new tricks. First, connect to [http://localho
 ![alt text](image-1.png)
 
 
-
 After the import is successful, we can access Neo4j to verify the data. 
 
 After logging in to [http://localhost:7474/](http://localhost:7474/) using the credentials from the `.env` file, you can run queries on Neo4j. Using the Neo4j Cypher query language, you can check for the data stored in the database.
 
 To count the data, run the following query:
 
-
 ```cypher
 MATCH (n)
 RETURN DISTINCT labels(n) AS NodeTypes, count(*) AS Count

From 832b36153b921224f254417f1e03ef8d33b07100 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:08:56 +0300
Subject: [PATCH 04/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 9f193fdf886..731e1a11b25 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -22,7 +22,7 @@ In this guide, you will:
 * Configure a GenAI stack with Docker, incorporating Neo4j and an AI model.
 * Analyze a real-world case study that highlights the effectiveness of this approach for handling specialized queries.
 
-## Understanding RAG (Retrieval-Augmented Generation) 
+## Understanding RAG 
 
 RAG (Retrieval-Augmented Generation) is a hybrid framework that enhances the capabilities of large language models by integrating information retrieval. It combines three core components:  
 

From 55126a052b3f8e0b29e3208f41232193e960adaa Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:10:04 +0300
Subject: [PATCH 05/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 731e1a11b25..1785809d4cc 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -24,7 +24,7 @@ In this guide, you will:
 
 ## Understanding RAG 
 
-RAG (Retrieval-Augmented Generation) is a hybrid framework that enhances the capabilities of large language models by integrating information retrieval. It combines three core components:  
+RAG is a hybrid framework that enhances the capabilities of large language models by integrating information retrieval. It combines three core components:  
 
 - **Information retrieval** from an external knowledge base  
 - **Large Language Model (LLM)** for generating responses  

From 369ca9b8c7c4036dbf6fe7a34cee70a614a4213b Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:10:14 +0300
Subject: [PATCH 06/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 1785809d4cc..0aa7550e9ec 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -30,7 +30,7 @@ RAG is a hybrid framework that enhances the capabilities of large language model
 - **Large Language Model (LLM)** for generating responses  
 - **Vector embeddings** to enable semantic search  
 
-In a Retrieval-Augmented Generation (RAG) system, vector embeddings are used to represent the semantic meaning of text in a way that a machine can understand and process. For instance, the words "dog" and "puppy" will have similar embeddings because they share similar meanings. By integrating these embeddings into the RAG framework, the system can combine the generative power of large language models with the ability to pull in highly relevant, contextually-aware data from external sources.
+In a RAG system, vector embeddings are used to represent the semantic meaning of text in a way that a machine can understand and process. For instance, the words "dog" and "puppy" will have similar embeddings because they share similar meanings. By integrating these embeddings into the RAG framework, the system can combine the generative power of large language models with the ability to pull in highly relevant, contextually-aware data from external sources.
 
 The system operates as follows:  
 1. Questions get turned into mathematical patterns that capture their meaning  

From a7c185a0e9e8a3621400381d00bab4c6c91db342 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:10:22 +0300
Subject: [PATCH 07/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 0aa7550e9ec..b9386623e4f 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -40,7 +40,7 @@ The system operates as follows:
 
 To hold this vector information in a efficient manner, we need a special type of database.
 
-## Introduction to Graph Databases 
+## Introduction to Graph databases 
 
 Graph databases, such as Neo4j, are specifically designed for managing highly connected data. Unlike traditional relational databases, graph databases prioritize both the entities and the relationships between them, making them ideal for tasks where connections are as important as the data itself.
 

From 34697f361a06c5d3a4e15105b3f5cce67ba3e297 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:10:55 +0300
Subject: [PATCH 08/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index b9386623e4f..b99abe1d8e0 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -50,7 +50,7 @@ SQL databases and graph databases differ significantly in their data models. SQL
 
 Another key difference lies in schema flexibility. SQL databases operate on a rigid schema, meaning any changes to the data structure, such as adding new columns or altering relationships, typically require careful planning and migration processes. Graph databases, however, are schema-optional, allowing for much greater flexibility. New nodes, edges, or properties can be introduced without disrupting existing data, enabling faster adaptation to changing requirements.
 
-## Practical Implementation: Testing RAG Effectiveness
+## Practical implementation: testing RAG effectiveness
 
 To illustrate the power of RAG systems in practice, let's examine a real-world implementation using Apache NiFi as our subject matter. This case study demonstrates how RAG can enhance an AI's ability to provide accurate, contextual information about specialized technical topics.
 

From 17ed9c440be7c7d225b55685a8f1b6224f6d7a9f Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:11:19 +0300
Subject: [PATCH 09/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index b99abe1d8e0..f7c8815d46c 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -54,7 +54,7 @@ Another key difference lies in schema flexibility. SQL databases operate on a ri
 
 To illustrate the power of RAG systems in practice, let's examine a real-world implementation using Apache NiFi as our subject matter. This case study demonstrates how RAG can enhance an AI's ability to provide accurate, contextual information about specialized technical topics.
 
-### Teaching AI About New Technologies
+### Teaching AI about new technologies
 
 Apache NiFi serves as an excellent example of the limitations of traditional LLMs and how RAG can overcome them. As a relatively recent technology, many LLMs have limited or outdated knowledge about it, making it a perfect candidate for demonstrating RAG's capabilities.
 

From 8e132b89b177da1f0deefa94ed06d8663843740f Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:11:35 +0300
Subject: [PATCH 10/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index f7c8815d46c..c4a0e4bfe74 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -58,7 +58,7 @@ To illustrate the power of RAG systems in practice, let's examine a real-world i
 
 Apache NiFi serves as an excellent example of the limitations of traditional LLMs and how RAG can overcome them. As a relatively recent technology, many LLMs have limited or outdated knowledge about it, making it a perfect candidate for demonstrating RAG's capabilities.
 
-Without RAG, the LLM may provide broad responses or acknowledge its limited knowledge when asked about information that is beyond its cutoff date.
+Without RAG, the LLM may provide broad responses or acknowledge its limited knowledge when asked about information that is beyond its cutoff date. The following example demonstrates this.
 
    Question: What important events happened in 2024?
    RAG: Disabled

From 95621afe277a465d1f1cf54a89e3c16b3718302e Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:11:47 +0300
Subject: [PATCH 11/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index c4a0e4bfe74..31553b5a27a 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -108,7 +108,7 @@ For instructions on how to set up the stack on other platforms, refer to [this p
 
 The first startup may take some time because the system needs to download a large language model (LLM).
 
-### Monitoring Progress
+### Monitoring progress
 
 We can monitor the download and initialization progress by viewing the logs. Run the following command to view the logs:
 

From 87a6e884fb638a5c68a67a3535a56325d01833fa Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:11:56 +0300
Subject: [PATCH 12/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 31553b5a27a..6f352096278 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -160,7 +160,7 @@ RETURN DISTINCT labels(n) AS NodeTypes, count(*) AS Count
 ORDER BY Count DESC;
 ```
 
-To execute this query, write in the box on the top and click the blue run button.
+To execute this query, write in the box on the top and select the blue run button.
 
 ![alt text](image-2.png)
 

From 244fe0899c832469c45e9bc89a7ea335173974a7 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:12:14 +0300
Subject: [PATCH 13/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 6f352096278..b7eafef41c0 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -164,7 +164,7 @@ To execute this query, write in the box on the top and select the blue run butto
 
 ![alt text](image-2.png)
 
-Results will appera below. What we are seeing here is the information system downloaded from Stack Overflow and saved in the graph database. RAG will utilize this information to enhance its responses.
+Results will appear below. What we are seeing here is the information system downloaded from Stack Overflow and saved in the graph database. RAG will utilize this information to enhance its responses.
 
 You can also run the following query to visualize the data:
 

From b37ecf8c46f75f7a1e106e9363af34d8cb4f2c81 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:12:25 +0300
Subject: [PATCH 14/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index b7eafef41c0..5d47d44499a 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -142,7 +142,7 @@ Since our goal is to teach AI about things it does not yet know, we begin by ask
 
 As we can see, AI does not know anything about this subject because it did not exist during the time of its training, also known as the information cutoff point.
 
-Now it's time to teach the AI some new tricks. First, connect to [http://localhost:8502/](http://localhost:8502/). Instead of using the "neo4j" tag, change it to the "apache-nifi" tag, then click the **Import** button. 
+Now it's time to teach the AI some new tricks. First, connect to [http://localhost:8502/](http://localhost:8502/). Instead of using the "neo4j" tag, change it to the "apache-nifi" tag, then select the **Import** button. 
 
 
 ![alt text](image-1.png)

From 289a9a1fb516bd91e0098783b48b5d0ad4c4c022 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:12:39 +0300
Subject: [PATCH 15/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 5d47d44499a..26bcc972419 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -65,7 +65,7 @@ Without RAG, the LLM may provide broad responses or acknowledge its limited know
 
    I'm happy to help! Unfortunately, I'm a large language model, I don't have access to real-time information or events that occurred after my training data cutoff in 2024. Therefore, I cannot provide you with any important events that happened in 2024. My apologize for any inconvenience this may cause. Is there anything else I can help you with?
 
-## Setting Up GenAI Stack with GPU Acceleration on Linux 
+## Setting up GenAI stack with GPU acceleration on Linux 
 
 To set up and run the GenAI stack on a Linux host, execute the following command:
 

From 55201f387b8d3a16ae4ddc0ef81c88ff79b000ab Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:13:01 +0300
Subject: [PATCH 16/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 26bcc972419..bd75b4498cc 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -67,7 +67,7 @@ Without RAG, the LLM may provide broad responses or acknowledge its limited know
 
 ## Setting up GenAI stack with GPU acceleration on Linux 
 
-To set up and run the GenAI stack on a Linux host, execute the following command:
+To set up and run the GenAI stack on a Linux host, execute one of the following commands, either for GPU or CPU powered:
 
 ### GPU powered
 

From 5ce7e7db6dea9d29569f87cbb03323ca5db111bf Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:14:35 +0300
Subject: [PATCH 17/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index bd75b4498cc..2129f797ca6 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -77,7 +77,7 @@ docker compose --profile linux-gpu up -d
 mv env.example .env
 nano .env
 ```
-Make sure following lines are commented out. Set your own credentials for security
+In the `.env` file, make sure following lines are commented out. Set your own credentials for security
 
     NEO4J_URI=neo4j://database:7687
     NEO4J_USERNAME=neo4j

From a3c3382cc3824be64ad7c3eb46b8086fa13fb05e Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:14:47 +0300
Subject: [PATCH 18/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 2129f797ca6..d0ee654a28a 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -92,7 +92,7 @@ docker compose --profile linux up -d
 mv env.example .env
 nano .env
 ```
-Make sure following lines are commented out. Set your own credentials for security
+In the `.env` file, make sure following lines are commented out. Set your own credentials for security
 
     NEO4J_URI=neo4j://database:7687
     NEO4J_USERNAME=neo4j

From 68dccd79e5d7eabb4804c3339185a97e42ab185b Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:15:03 +0300
Subject: [PATCH 19/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index d0ee654a28a..60f36d3b606 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -99,7 +99,7 @@ In the `.env` file, make sure following lines are commented out. Set your own cr
     NEO4J_PASSWORD=password
     OLLAMA_BASE_URL=http://llm:11434
 
-### Setting Up on Other Platforms 
+### Setting up on other platforms 
 
 For instructions on how to set up the stack on other platforms, refer to [this page](https://github.com/docker/genai-stack). 
 

From 6b7ab697000b0745cbeac0dc302b4dccf5215517 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:15:17 +0300
Subject: [PATCH 20/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 60f36d3b606..6fc5d00b1b1 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -104,7 +104,7 @@ In the `.env` file, make sure following lines are commented out. Set your own cr
 For instructions on how to set up the stack on other platforms, refer to [this page](https://github.com/docker/genai-stack). 
 
 
-### Initial Startup
+### Initial startup
 
 The first startup may take some time because the system needs to download a large language model (LLM).
 

From 504fa33c5c0b04668544db4e2eeaf60046901b0c Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Tue, 11 Feb 2025 15:16:02 +0300
Subject: [PATCH 21/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 6fc5d00b1b1..ffb552d53c1 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -106,7 +106,7 @@ For instructions on how to set up the stack on other platforms, refer to [this p
 
 ### Initial startup
 
-The first startup may take some time because the system needs to download a large language model (LLM).
+The first startup may take some time because the system needs to download a large language model.
 
 ### Monitoring progress
 

From 7faf369b9659c3705744cc35eadc94a3ab294148 Mon Sep 17 00:00:00 2001
From: Baransel SAGINDA <redirecter2@gmail.com>
Date: Tue, 11 Feb 2025 15:30:46 +0300
Subject: [PATCH 22/28] small fixes and rewrited last chapter

---
 content/guides/genai-leveraging-rag/index.md | 93 +++++++++++---------
 1 file changed, 52 insertions(+), 41 deletions(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index ffb552d53c1..4c16220d56e 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -59,11 +59,11 @@ To illustrate the power of RAG systems in practice, let's examine a real-world i
 Apache NiFi serves as an excellent example of the limitations of traditional LLMs and how RAG can overcome them. As a relatively recent technology, many LLMs have limited or outdated knowledge about it, making it a perfect candidate for demonstrating RAG's capabilities.
 
 Without RAG, the LLM may provide broad responses or acknowledge its limited knowledge when asked about information that is beyond its cutoff date. The following example demonstrates this.
-
-   Question: What important events happened in 2024?
-   RAG: Disabled
-
-   I'm happy to help! Unfortunately, I'm a large language model, I don't have access to real-time information or events that occurred after my training data cutoff in 2024. Therefore, I cannot provide you with any important events that happened in 2024. My apologize for any inconvenience this may cause. Is there anything else I can help you with?
+```
+Question: What important events happened in 2024?
+RAG: Disabled
+I'm happy to help! Unfortunately, I'm a large language model, I don't have access to real-time information or events that occurred after my training data cutoff in 2024. Therefore, I cannot provide you with any important events that happened in 2024. My apologize for any inconvenience this may cause. Is there anything else I can help you with?
+```
 
 ## Setting up GenAI stack with GPU acceleration on Linux 
 
@@ -133,12 +133,11 @@ Since our goal is to teach AI about things it does not yet know, we begin by ask
 [http://localhost:8501/](http://localhost:8501/).
 ![alt text](image.png)
 
-
-    Question: What is Apache Nifi? 
-    RAG: Disabled
-
-    Hello! I'm here to help you with your question about Apache NiFi. Unfortunately, I don't know the answer to that question. I'm just an AI and my knowledge cutoff is December 2022, so I may not be familiar with the latest technologies or software. Can you please provide more context or details about Apache NiFi? Maybe there's something I can help you with related to it.
-
+```
+Question: What is Apache Nifi? 
+RAG: Disabled
+Hello! I'm here to help you with your question about Apache NiFi. Unfortunately, I don't know the answer to that question. I'm just an AI and my knowledge cutoff is December 2022, so I may not be familiar with the latest technologies or software. Can you please provide more context or details about Apache NiFi? Maybe there's something I can help you with related to it.
+```
 
 As we can see, AI does not know anything about this subject because it did not exist during the time of its training, also known as the information cutoff point.
 
@@ -185,52 +184,64 @@ Now, we are ready to enable our LLM to use this information. Go back to [http://
 ![alt text](image-3.png)
 
 The system delivers comprehensive, accurate information by pulling from current technical documentation.
+```
+Question: What is Apache Nifi? 
+RAG: Enabled
+
+Answer:
+Apache NiFi is an open-source, distributed data processing system that allows you to collect, transform, and transport data across various sources and sinks. It provides a graphical user interface for designing and managing data flows, as well as a set of APIs for integrating with other systems.
+According to this Stack Overflow question, the free Neo4J JDBC driver doesn't understand SQL, only Cypher, so you would need to use a non-free BI Connector to connect to Neo4j from Apache Drill.
+Additionally, this Stack Overflow question suggests that Apache POI does work in a Neo4j User Defined Function. However, there may be an unknown glitch in the standalone UDF mentioned in the initial question.
+To export data from Neo4j to Excel using APOC Extended procedures, you can use apoc.export.xls.query which takes a Cypher query and exports the results to an Excel file.
+
+References:
+How to connect and query Neo4j Database on Apache Drill?
+Is a Neo4j UDF compatible with Apache POI?
+```
+
+Keep in mind that new questions will be added to Stack Overflow, and due to the inherent randomness in most AI models, the answers may vary and won't be identical to those in this example.
 
-    Question: What is Apache Nifi? 
-    RAG: Enabled
+Feel free to start over with another [Stack Overflow tag](https://stackoverflow.com/tags). To drop all data in Neo4j, you can use the following command in the Neo4j Web UI:
 
-    Answer:
 
-    Apache NiFi is an open-source, distributed data processing system that allows you to collect, transform, and transport data across various sources and sinks. It provides a graphical user interface for designing and managing data flows, as well as a set of APIs for integrating with other systems.
+```cypher
+MATCH (n)
+DETACH DELETE n;
+```
 
-    According to this Stack Overflow question, the free Neo4J JDBC driver doesn't understand SQL, only Cypher, so you would need to use a non-free BI Connector to connect to Neo4j from Apache Drill.
+For optimal results, choose a tag that the LLM is not familiar with.
 
-    Additionally, this Stack Overflow question suggests that Apache POI does work in a Neo4j User Defined Function. However, there may be an unknown glitch in the standalone UDF mentioned in the initial question.
 
-    To export data from Neo4j to Excel using APOC Extended procedures, you can use apoc.export.xls.query which takes a Cypher query and exports the results to an Excel file.
+### When to leverage RAG for optimal results
 
-    References:
+Retrieval-Augmented Generation (RAG) is particularly effective in scenarios where standard Large Language Models (LLMs) fall short. The three key areas where RAG excels are knowledge limitations, business requirements, and cost efficiency. Below, we explore these aspects in more detail.
 
-    How to connect and query Neo4j Database on Apache Drill?
-    Is a Neo4j UDF compatible with Apache POI?
+1. Overcoming Knowledge Limitations
 
-Keep in mind that new questions will be added to Stack Overflow, and due to the inherent randomness in most AI models, the answers may vary and won't be identical to those in this example.
+LLMs are trained on a fixed dataset up until a certain point in time. This means they lack access to:
 
-Feel free to start over with another [Stack Overflow tag](https://stackoverflow.com/tags). To drop all data in Neo4j, you can use the following command in the Neo4j Web UI:
+* Real-time information: LLMs do not continuously update their knowledge, so they may not be aware of recent events, newly released research, or emerging technologies.
+* Specialized knowledge: Many niche subjects, proprietary frameworks, or industry-specific best practices may not be well-documented in the model’s training corpus.
+* Accurate contextual understanding: LLMs can struggle with nuances or evolving terminologies that frequently change within dynamic fields like finance, cybersecurity, or medical research.
 
+By incorporating RAG with a graph database such as Neo4j, AI models can access and retrieve the latest, relevant, and highly connected data before generating a response. This ensures that answers are up-to-date and grounded in factual information rather than inferred approximations.
 
-```cypher
-MATCH (n)
-DETACH DELETE n;
-```
+2. Addressing Business and Compliance Needs
 
-For optimal results, choose a tag that the LLM is not familiar with.
+Organizations in industries like healthcare, legal services, and financial analysis require their AI-driven solutions to be:
 
+* Accurate: Businesses need AI-generated content that is factual and relevant to their specific domain.
+* Compliant: Many industries must adhere to strict regulations regarding data usage and security.
+* Traceable: Enterprises often require AI responses to be auditable, meaning they need to reference source material.
 
-### When RAG is Effective 
+By using RAG, AI-generated answers can be sourced from trusted databases, ensuring higher accuracy and compliance with industry standards. This mitigates risks such as misinformation or regulatory violations.
 
-1. Knowledge Limitations:
-   - LLMs have fixed knowledge cutoffs
-   - Cannot access real-time or specialized information
-   - May hallucinate or provide outdated information
+3. Enhancing Cost Efficiency and Performance
 
-2. Business Requirements:
-   - Need for accurate, up-to-date information
-   - Compliance and auditability
-   - Domain-specific knowledge integration
+Training and fine-tuning large AI models can be computationally expensive and time-consuming. However, integrating RAG provides:
 
-3. Cost Efficiency:
-   - Reduced need for model fine-tuning
-   - Smaller models can perform well with good context
-   - Lower computational requirements
+* Reduced fine-tuning needs: Instead of retraining an AI model every time new data emerges, RAG allows the model to fetch and incorporate updated information dynamically.
+* Better performance with smaller models: With the right retrieval techniques, even compact AI models can perform well by leveraging external knowledge efficiently.
+* Lower operational costs: Instead of investing in expensive infrastructure to support large-scale retraining, businesses can optimize resources by utilizing RAG’s real-time retrieval capabilities.
 
+By following this guide, you now have the foundational knowledge to implement RAG with Neo4j, enabling your AI system to deliver more accurate, relevant, and insightful responses. The next step is experimentation—choose a dataset, configure your stack, and start enhancing your AI with the power of retrieval-augmented generation.
\ No newline at end of file

From 244a1c0c007c2a4997abf3e267a31366be467105 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Wed, 12 Feb 2025 10:14:00 +0300
Subject: [PATCH 23/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 4c16220d56e..fb879e8f00e 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -59,7 +59,7 @@ To illustrate the power of RAG systems in practice, let's examine a real-world i
 Apache NiFi serves as an excellent example of the limitations of traditional LLMs and how RAG can overcome them. As a relatively recent technology, many LLMs have limited or outdated knowledge about it, making it a perfect candidate for demonstrating RAG's capabilities.
 
 Without RAG, the LLM may provide broad responses or acknowledge its limited knowledge when asked about information that is beyond its cutoff date. The following example demonstrates this.
-```
+```text
 Question: What important events happened in 2024?
 RAG: Disabled
 I'm happy to help! Unfortunately, I'm a large language model, I don't have access to real-time information or events that occurred after my training data cutoff in 2024. Therefore, I cannot provide you with any important events that happened in 2024. My apologize for any inconvenience this may cause. Is there anything else I can help you with?

From 8b627e2e5884f4e1e1c819ec5d961d535209c44a Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Wed, 12 Feb 2025 10:14:09 +0300
Subject: [PATCH 24/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index fb879e8f00e..b206e196380 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -133,7 +133,7 @@ Since our goal is to teach AI about things it does not yet know, we begin by ask
 [http://localhost:8501/](http://localhost:8501/).
 ![alt text](image.png)
 
-```
+```text
 Question: What is Apache Nifi? 
 RAG: Disabled
 Hello! I'm here to help you with your question about Apache NiFi. Unfortunately, I don't know the answer to that question. I'm just an AI and my knowledge cutoff is December 2022, so I may not be familiar with the latest technologies or software. Can you please provide more context or details about Apache NiFi? Maybe there's something I can help you with related to it.

From 10163c44812c394cc19a2061fd26ef3e472491c9 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Wed, 12 Feb 2025 10:14:17 +0300
Subject: [PATCH 25/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index b206e196380..51642e1c916 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -184,7 +184,7 @@ Now, we are ready to enable our LLM to use this information. Go back to [http://
 ![alt text](image-3.png)
 
 The system delivers comprehensive, accurate information by pulling from current technical documentation.
-```
+```text
 Question: What is Apache Nifi? 
 RAG: Enabled
 

From abfd122729fab7bfb667a8cfd1ce56fc02666ad8 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Wed, 12 Feb 2025 10:14:25 +0300
Subject: [PATCH 26/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 51642e1c916..bf2e0cc2ee1 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -216,7 +216,7 @@ For optimal results, choose a tag that the LLM is not familiar with.
 
 Retrieval-Augmented Generation (RAG) is particularly effective in scenarios where standard Large Language Models (LLMs) fall short. The three key areas where RAG excels are knowledge limitations, business requirements, and cost efficiency. Below, we explore these aspects in more detail.
 
-1. Overcoming Knowledge Limitations
+#### Overcoming knowledge limitations
 
 LLMs are trained on a fixed dataset up until a certain point in time. This means they lack access to:
 

From a13b1af4957b4ab1056420e89d524ca421636aa0 Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Wed, 12 Feb 2025 10:14:32 +0300
Subject: [PATCH 27/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index bf2e0cc2ee1..70b46f6644b 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -236,7 +236,7 @@ Organizations in industries like healthcare, legal services, and financial analy
 
 By using RAG, AI-generated answers can be sourced from trusted databases, ensuring higher accuracy and compliance with industry standards. This mitigates risks such as misinformation or regulatory violations.
 
-3. Enhancing Cost Efficiency and Performance
+#### Enhancing cost efficiency and performance
 
 Training and fine-tuning large AI models can be computationally expensive and time-consuming. However, integrating RAG provides:
 

From 0c85ca4727e93c631f41c3aba11299260785b32a Mon Sep 17 00:00:00 2001
From: Expeto <baranselsag@gmail.com>
Date: Wed, 12 Feb 2025 10:14:43 +0300
Subject: [PATCH 28/28] Update content/guides/genai-leveraging-rag/index.md

Co-authored-by: Craig Osterhout <103533812+craig-osterhout@users.noreply.github.com>
---
 content/guides/genai-leveraging-rag/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/guides/genai-leveraging-rag/index.md b/content/guides/genai-leveraging-rag/index.md
index 70b46f6644b..cb23aea0240 100644
--- a/content/guides/genai-leveraging-rag/index.md
+++ b/content/guides/genai-leveraging-rag/index.md
@@ -226,7 +226,7 @@ LLMs are trained on a fixed dataset up until a certain point in time. This means
 
 By incorporating RAG with a graph database such as Neo4j, AI models can access and retrieve the latest, relevant, and highly connected data before generating a response. This ensures that answers are up-to-date and grounded in factual information rather than inferred approximations.
 
-2. Addressing Business and Compliance Needs
+#### Addressing business and compliance needs
 
 Organizations in industries like healthcare, legal services, and financial analysis require their AI-driven solutions to be: