Installing and Locking a Specific Version of F5 NGINX Plus
A guide for installing and locking a specific version of NGINX Plus to ensure stability, meet internal policies, and prepare for controlled upgrades. Introduction The most common way to install F5 NGINX Plus is by using the package manager tool native to your Linux host (e.g., yum, apt-get, etc.). By default, the package manager installs the latest available version of NGINX Plus. However, there may be scenarios where you need to install an earlier version. To help you modify your automation scripts, we’ve provided example commands for selecting a specific version. Common Scenarios for Installing an Earlier Version of NGINX Plus Your internal policy requires sticking to internally tested versions before deploying the latest release. You prefer to maintain consistency by using the same version across your entire fleet for simplicity. You’d like to verify and meet additional requirements introduced in a newer release (e.g., NGINX PlusRelease 33) before upgrading. Commands for Installing and Holding a Specific Version of NGINX Plus Use the following commands based on your Linux distribution to install and lock a prior version of NGINX Plus: Ubuntu 20.04, 22.04, 24.04 LTS sudo apt-get update sudo apt-get install -y nginx-plus=<VERSION> sudo apt-mark hold nginx-plus Debian 11, 12 sudo apt-get update sudo apt-get install -y nginx-plus=<VERSION> sudo apt-mark hold nginx-plus AlmaLinux 8, 9 / Rocky Linux 8, 9 / Oracle Linux 8.1+, 9 / RHEL 8.1+, 9 sudo yum install -y nginx-plus-<VERSION> sudo yum versionlock nginx-plus Amazon Linux 2 LTS, 2023 sudo yum install -y nginx-plus-<VERSION> sudo yum versionlock nginx-plus SUSE Linux Enterprise Server 12, 15 SP5+ sudo zypper install nginx-plus=<VERSION> sudo zypper addlock nginx-plus Alpine Linux 3.17, 3.18, 3.19, 3.20 apk add nginx-plus=<VERSION> echo "nginx-plus hold" | sudo tee -a /etc/apk/world FreeBSD 13, 14 pkg install nginx-plus-<VERSION> pkg lock nginx-plus Notes Replace <VERSION> with the desired version (e.g., 32-2*). After installation, verify the installed version with the command: nginx -v. Holding or locking the package ensures it won’t be inadvertently upgraded during routine updates. Conclusion Installing and locking a specific version of NGINX Plus ensures stability, compliance with internal policies, and proper validation of new features before deployment. By following the provided commands tailored to your Linux distribution, you can confidently maintain control over your infrastructure while minimizing the risk of unintended upgrades. Regularly verifying the installed version and holding updates will help ensure consistency and reliability across your environments.Mitigating OWASP API Security Top 10 risks using F5 NGINX App Protect
This 2019 API Security article covers the summary of OWASP API Security Top 10 – 2019 categories and newly published 2023 API security article covered introductory part of newest edition of OWASP API Security Top 10 risks – 2023. We will deep-dive into some of those common risks and how we can protect our applications against these vulnerabilities using F5 NGINX App Protect. Excessive Data Exposure Problem Statement: As shown below in one of the demo application API’s, Personal Identifiable Information (PII) data, like Credit Card Numbers (CCN) and U.S. Social Security Numbers (SSN), are visible in responses that are highly sensitive. So, we must hide these details to prevent personal data exploits. Solution: To prevent this vulnerability, we will use the DataGuard feature in NGINX App Protect, which validates all response data for sensitive details and will either mask the data or block those requests, as per the configured settings. First, we will configure DataGuard to mask the PII data as shown below and will apply this configuration. Next, if we resend the same request, we can see that the CCN/SSN numbers are masked, thereby preventing data breaches. If needed, we can update configurations to block this vulnerability after which all incoming requests for this endpoint will be blocked. If you open the security log and filter with this support ID, we can see that the request is either blocked or PII data is masked, as per the DataGuard configuration applied in the above section. Injection Problem Statement: Customer login pages without secure coding practices may have flaws. Intruders could use those flaws to exploit credential validation using different types of injections, like SQLi, command injections, etc. In our demo application, we have found an exploit which allows us to bypass credential validation using SQL injection (by using username as “' OR true --” and any password), thereby getting administrative access, as below: Solution: NGINX App Protect has a database of signatures that match this type of SQLi attacks. By configuring the WAF policy in blocking mode, NGINX App Protect can identify and block this attack, as shown below. If you check in the security log with this support ID, we can see that request is blocked because of SQL injection risk, as below. Insufficient Logging & Monitoring Problem Statement: Appropriate logging and monitoring solutions play a pivotal role in identifying attacks and also in finding the root cause for any security issues. Without these solutions, applications are fully exposed to attackers and SecOps is completely blind to identifying details of users and resources being accessed. Solution: NGINX provides different options to track logging details of applications for end-to-end visibility of every request both from a security and performance perspective. Users can change configurations as per their requirements and can also configure different logging mechanisms with different levels. Check the links below for more details on logging: https://www.nginx.com/blog/logging-upstream-nginx-traffic-cdn77/ https://www.nginx.com/blog/modsecurity-logging-and-debugging/ https://www.nginx.com/blog/using-nginx-logging-for-application-performance-monitoring/ https://docs.nginx.com/nginx/admin-guide/monitoring/logging/ https://docs.nginx.com/nginx-app-protect-waf/logging-overview/logs-overview/ Unrestricted Access to Sensitive Business Flows Problem Statement: By using the power of automation tools, attackers can now break through tough levels of protection. The inefficiency of APIs to detect automated bot tools not only causes business loss, but it can also adversely impact the services for genuine users of an application. Solution: NGINX App Protect has the best-in-class bot detection technology and can detect and label automation tools in different categories, like trusted, untrusted, and unknown. Depending on the appropriate configurations applied in the policy, requests generated from these tools are either blocked or alerted. Below is an example that shows how requests generated from the Postman automation tool are getting blocked. By filtering the security log with this support-id, we can see that the request is blocked because of an untrusted bot. Lack of Resources & Rate Limiting Problem Statement: APIs do not have any restrictions on the size or number of resources that can be requested by the end user. Above mentioned scenarios sometimes lead to poor API server performance, Denial of Service (DoS), and brute force attacks. Solution: NGINX App Protect provides different ways to rate limit the requests as per user requirements. A simple rate limiting use case configuration is able to block requests after reaching the limit, which is demonstrated below. Server-Side Request Forgery Problem Statement: In an SSRF attack, vulnerable API endpoint within the application is targeted and sends an unauthorized request allowing it to access internal resources. One of the common reasons for this is limited or lack of user input data validation. API endpoint "mechanic_api" parameter accepts URL as data, this can be vulnerable to SSRF attacks. Solution: To prevent this vulnerability, we will use the WAF API Security Policy in NGINX App Protect, which validates all the API request parameters and will block the suspicious requests consisting of irrelevant parameters, as shown below. Restricted/updated swagger file with .json extension is added. Security Misconfiguration: Problem Statement: In cases when application under execution gets abnormally terminated, the information generally used for debugging purposes might get leaked in the form of error message (called Stack Trace), as shown below. This information can provide an attacker with insights into the system's inner workings, potentially allowing them to identify and exploit vulnerabilities. Solution: NGINX App Protect excels in bot detection, categorizing automation tools as trusted, untrusted or unknown. Based on policy configurations, it can block or alert requests from these tools. For instance, it can block requests from the Postman automation tool. Mass Assignment: Problem Statement: API Mass Assignment vulnerability arises when clients can modify immutable internal object properties via crafted requests, bypassing API Endpoint restrictions. Attackers exploit this by sending malicious HTTP requests to escalate privileges, bypass security mechanisms, or manipulate the API Endpoint's functionality. Solution: To overcome this vulnerability, we will use the WAF API Security Policy in NGINX App Protect which validates all the API Security event triggered and based on the enforcement mode set in the validation rules, the request will either get reported or blocked, as shown below. Restricted/updated swagger file with .json extension is added. Cross Site Scripting: Problem Statement: Cross-site scripting (XSS) is a security vulnerability where attackers inject malicious scripts into webpages, which can then execute in the browser of users who view the page. This can lead to data theft, session hijacking, and other malicious activities. Solution: NGINX App Protect provides us with default app protect policy which can be used to prevent Cross Site Scripting and similar attacks. Conclusion: In short, this article covered some common API vulnerabilities and shows how NGINX App Protect can be used as a mitigation solution to prevent these OWASP API security risks. Related resources for more information or to get started: F5 NGINX App Protect OWASP API Security Top 10 2019 OWASP API Security Top 10 2023F5 NGINX Plus R33 Licensing and Usage Reporting
Beginning with F5 NGINX Plus version R33, all customers are required to deploy a JSON Web Token (JWT) license for each commercial instance of NGINX Plus. Each instance is responsible for validating its own license status. Furthermore, NGINX Plus will report usage either to the F5 NGINX licensing endpoint or to the F5 NGINX Instance Manager for customers who are connected. For those customers who are disconnected or operate in an air-gapped environment, usage can be reported directly to the F5 NGINX Instance Manager. To learn more about the latest features of NGINX R33, please check out the recent blog post. Install or Upgrade NGINX Plus R33 To successfully upgrade to NGINX Plus R33 or perform a fresh installation, begin by downloading the JWT license from your F5 account. Once you have the license, place it in the F5 NGINX directory before proceeding with the upgrade. For a fresh installation, after completing the installation, also place the JWT license in the NGINX directory. For further details, please refer to the provided instructions. This video provides a step-by-step guide on installing or upgrading to NGINX Plus R33. Report Usage to F5 in Connected Environment To effectively report usage data to F5 within a connected environment using NGINX Instance Manager, it's important to ensure that port 443 is open. The default configuration directs the usage endpoint to send reports directly to the F5 licensing endpoint at product.connect.nginx.com. By default, usage reporting is enabled, and it's crucial to successfully send at least one report on installation for NGINX to process traffic. However, you can postpone the initial reporting requirement by turning off the directive in your NGINX configuration. This allows NGINX Plus to handle traffic without immediate reporting during a designated grace period. To configure usage reporting to F5 using NGINX Instance Manager, update the usage endpoint to reflect the fully qualified domain name (FQDN) of the NGINX Instance Manager. For further details, please refer to the provided instructions. This video shows how to report usage in the connected environment using NGINX Instance Manager. Report Usage to F5 in Disconnected Environment using NGINX Instance Manager In a disconnected environment without an internet connection, you need to take certain steps before submitting usage data to F5. First, in NGINX Plus R33, update the `usage report` directive within the management block of your NGINX configuration to point to your NGINX Instance Manager host. Ensure that your NGINX R33 instances can access the NGINX Instance Manager by setting up the necessary DNS entries. Next, in the NMS configuration in NGINX Instance Manager, modify the ‘mode of operation’ to disconnected, save the file, and restart NGINX Instance Manager. There are multiple methods available for adding a license and submitting the initial usage report in this disconnected environment. You can use a Bash script, REST API, or the web interface. For detailed instructions on each method, please refer to the documentation. This video shows how to report usage in disconnected environments using NGINX Instance Manager. Conclusion The transition to NGINX Plus R33 introduces important enhancements in licensing and usage reporting that can greatly improve your management of NGINX instances. With the implementation of JSON Web Tokens (JWT), you can validate your subscription and report telemetry data more effectively. To ensure compliance and optimize performance, it’s crucial to understand the best practices for usage reporting, regardless of whether you are operating in a connected or disconnected environment. Get started today with a 30-day trial, and contact us if you have any questions. Resources NGINX support documentation Blog announcementproviding a comprehensive summary of the new features in this release.Global Live NGINX Webinar (01/22): Surviving and Thriving in the Era of AI
App-pocalypse Now: Surviving and Thriving in the Era of Al and No-Code This webinar event is open to all regardless of geographic location. Date: Wednesday, January 22, 2025 Time:10:00am PT | 1:00pm ET Speakers: Pete Zavlaris -Sr. Product Marketing Manager, F5 NGINX Michelle Ensey - Sr. Manager, Product Management, F5 NGINX Guest Spaker: Jim Mercer Program Vice President, Software Development, DevOps & DevSecOps, IDC What's the webinar about? The rapid evolution of application development, driven by modern development practices and the rise of AI-generated code and no-code platforms, is anticipated to result in the creation of a billion new logical applications by 2028, according to IDC forecasts*. Join Pete Zavlaris, Sr. Product Marketing Manager at F5 NGINX One and Michelle Ensey, Sr. Manager, Product Management at F5 NGINX One as they host guest Jim Mercer, Program Vice President at IDC, for an insightful fireside chat webinar. Jim Mercer brings extensive experience in building teams, technology, and best practices to improve performance, security, and streamline app development. In this session, we will delve into how leading organizations are successfully adapting their team structures, aligning resources, implementing best practices, and leveraging the latest cutting-edge technologies like F5 NGINX One to ensure consistent and secure app delivery across complex hybrid environments. Learn more, register todayExperience the power of F5 NGINX One with feature demos
Introduction Introducing F5 NGINX One, a comprehensive solution designed to enhance business operations significantly through improved reliability and performance. At the core of NGINX One is our data plane, which is built on our world-class, lightweight, and high-performance NGINX software. This foundation provides robust traffic management solutions that are essential for modern digital businesses. These solutions include API Gateway, Content Caching, Load Balancing, and Policy Enforcement. NGINX One includes a user-friendly, SaaS-based NGINX One Console that provides essential telemetry and overseas operations without requiring custom development or infrastructure changes. This visibility empowers teams to promptly address customer experience, security vulnerabilities, network performance, and compliance concerns. NGINX One's deployment across various environments empowers businesses to enhance their operations with improved reliability and performance. It is a versatile tool for strengthening operational efficiency, security posture, and overall digital experience. NGINX One has several promising features on the horizon. Let's highlight three key features: Monitor Certificates and CVEs, Editing and Update Configurations, and Config Sync Groups. Let's delve into these in details. Monitor Certificates and CVE’s: One of NGINX One's standout features is its ability to monitor Common Vulnerabilities and Exposures (CVEs) and Certificate status. This functionality is crucial for maintaining application security integrity in a continually evolving threat landscape. The CVE and Certificate Monitoring capability of NGINX One enables teams to: Prioritize Remediation Efforts: With an accurate and up-to-date database of CVEs and a comprehensive certificate monitoring system, NGINX One assists teams in prioritizing vulnerabilities and certificate issues according to their severity, guaranteeing that essential security concerns are addressed without delay. Maintain Compliance: Continuous monitoring for CVEs and certificates ensures that applications comply with security standards and regulations, crucial for industries subject to stringent compliance mandates. Edit and Update Configurations: This feature empowers users to efficiently edit configurations and perform updates directly within the NGINX One Console interface. With Configuration Editing, you can: Make Configuration Changes: Quickly adapt to changing application demands by modifying configurations, ensuring optimal performance and security. Simplify Management: Eliminate the need to SSH directly into each instance to edit or update configurations. Reduce Errors: The intuitive interface minimizes potential errors in configuration changes, enhancing reliability by offering helpful recommendations. Enhance Automation with NGINX One SaaS Console: Integrates seamlessly into CI/CD and GitOps workflows, including GitHub, through a comprehensive set of APIs. Config Sync Groups: The Config Sync Group feature is invaluable for environments running multiple NGINX instances. This feature ensures consistent configurations across all instances, enhancing application reliability and reducing administrative overhead. The Config Sync Group capability offers: Automated Synchronization: Configurations are seamlessly synchronized across NGINX instances, guaranteeing that all applications operate with the most current and secure settings. When a configuration sync group already has a defined configuration, it will be automatically pushed to instances as they join. Scalability Support: Organizations can easily incorporate new NGINX instances without compromising configuration integrity as their infrastructure expands. Minimized Configuration Drift: This feature is crucial for maintaining consistency across environments and preventing potential application errors or vulnerabilities from configuration discrepancies. Conclusion NGINX One Cloud Console redefines digital monitoring and management by combining all the NGINX core capabilities and use cases. This all-encompassing platform is equipped with sophisticated features to simplify user interaction, drastically cut operational overhead and expenses, bolster security protocols, and broaden operational adaptability. Read our announcement blog for moredetails on the launch. To explore the platform’s capabilities and see it in action, we invite you to tune in to our webinar on September 25th. This is a great opportunity to witness firsthand how NGINX One can revolutionize your digital monitoring and management strategies.F5 NGINX HTTP Request Header Rules: What’s Permitted and What’s Not
When managing web servers like F5 NGINX, it's crucial to understand the rules that govern HTTP headers—particularly which characters are allowed or disallowed in both header names and values. HTTP headers play a vital role in the communication between a client and server, carrying essential metadata such as content type, length, and caching policies. NGINX strictly enforces these rules to ensure compliance with HTTP/1.1, HTTP/2, and HTTP/3 protocols. Misconfigured headers or the use of improper characters can lead to a range of issues, including security vulnerabilities, degraded performance, or even rejected requests. One common security threat,HTTP Request Smuggling, exploits desynchronization between devices involved in handling the request, such as frontends, caching servers, load balancers, and web servers. These attacks rely on inconsistencies in how each device parses the request, enabling malicious actors to inject hidden or split requests. This article outlines the allowed and disallowed characters in HTTP request headers as enforced by NGINX, which I compiled throughcode review, test case review and manual testing for HTTP Smugglingon NGINX version "nginx/1.25.5 (nginx-plus-r32-p1)". If I missed something please let me know bycontacting the F5 SIRT. Allowed Characters Header Names Lowercase letters: (a-z) Uppercase letters: (A-Z) Allowed in HTTP/1.1 Disallowed in HTTP/2 and HTTP/3, which require lowercase. Digits: (0-9) Hyphen: (-) Underscore: (_)Allowed in all versions only ifunderscores_in_headers is enabled Colon: (:) Allowed only as a prefix inHTTP/2 and HTTP/3 pseudo headers. Header Values Printable ASCII characters: Characters from ! to ~, including digits, letters, punctuation, and symbols, are allowed. Space: (0x20) Allowed within the value. Horizontal Tab (HT): (0x09) Generally allowed within values but with exceptions in headers such as Content-Length and Host (details below). Disallowed Characters Header Names Control Characters: ASCII control characters (<= 0x20), including space and horizontal tab, are disallowed in header names. DEL (0x7f): The delete character is not allowed. Colon: (:) Disallowed in header names except forHTTP/2 and HTTP/3 pseudo headers. Uppercase Letters: (A-Z) Disallowed in HTTP/2 and HTTP/3 header names (must be lowercase). Special characters: Characters such as ()<>@,;:\"/[]?={} are implicitly disallowed as they don’t belong to any allowed category for header names. Header Values Null Character: (\0) Disallowed in header values. Line Feed (LF): (0x0A) Not allowed within the value and used only to terminate headers. Carriage Return (CR): (0x0D) Not allowed within the value, used for header termination. Control Characters (<= 0x20) with special conditions for Horizontal Tab (HT): Horizontal Tab (HT, 0x09): Disallowed in the Host header value in HTTP/1. Disallowed in the pseudo-header values in HTTP/2 and HTTP/3. Disallowed in the Content-Length header value in HTTP/1. Summary This list of allowed and disallowed characters provides an overview of how NGINX handles HTTP headers across different protocol versions. While HTTP/1.1 is somewhat lenient with uppercase letters and certain characters, HTTP/2 and HTTP/3 enforce stricter validation rules, particularly for header names. Understanding these restrictions ensures your server configuration remains compliant with protocol specifications and avoids potential issues with malformed headers.Automating F5 NGINX Instance Manager Deployments on VMWare
With F5 NGINX One, customers can leverage the F5 NGINX One SaaS console to manage inventory, stage/push configs to cluster groups, and take advantage of our FCPs (Flexible Consumption Plans). However, the NGINX One console may not be feasible to customers with isolated environments with no connectivity outside the organization. In these cases, customers can run self-managed builds with the same NGINX management capabilities inside their isolated environments. In this article, I step through how to automate F5 NGINX Instance Manager deployments with packer and terraform. Prerequisites I will need a few prerequisites before getting started with the tutorial: Installing vCenter on my ESXI host; I need to install vCenter to login and access my vSphere console. A client instance with packer and terraform installed to run my build. I use a virtual machine on my ESXI host. NGINX license keys; I will need to pull my NGINX license keys from MyF5 and store them in my client VM instance where I will run the build. Deploying NGINX Instance Manager Deploying F5 NGINX Instance Manager in your environment involves two steps: Running a packer build outputting a VM template to my datastore Applying the terraform build using the VM template from step 1 to deploy and install NGINX Instance Manager Running the Packer Build Before running the packer build, I will need to SSH into my VM installer and download packer compatible ISO tools and plugins. $ sudo apt-get install mkisofs && packer plugins install github.com/hashicorp/vsphere && packer plugins install github.com/hashicorp/ansible Second, pull the GitHub repository and set the parameters for my packer build in the packer hcl file (nms.packer.hcl). $ git pull https://github.com/nginxinc/nginx-management-suite-iac.git $ cd nginx-management-suite-iac/packer/nms/vsphere $ cp nms.pkrvars.hcl.example nms.pkrvars.hcl The table below lists the variables that need to be updated. nginx_repo_crt Path to license certificate required to install NGINX Instance Manager (/etc/ssl/nginx/nginx-repo.crt) nginx_repo_key Path to license key required to install NGINX Instance Manager (/etc/ssl/nginx/nginx-repo.key) iso_path Path of the ISO where the VM template will boot from. The ISO must be stored in my vSphere datastore cluster_name The vSphere cluster datacenter The vSphere datacenter datastore The vSphere datastore network The vSphere network where the packer build will run. I can use static IPs if DHCP is not available. Now I can run my packer build $ export VSPHERE_URL="my-vcenter-url" $ export VSPHERE_PASSWORD="my-password" $ export VSPHERE_USER="my-username" $ ./packer-build.sh -var-file="nms.pkrvars.hcl" **Note: If DHCP is not available in my vSphere network, I need to assign static ips before running the packer build script. Running the Packer Build with Static IPs To assign static IPs, I modified the cloud init template in my packer build script (packer-build.sh). Under the auto-install field, I can add my Ubuntu Netplan configuration and manually assign my ethernet IP address, name servers, and default gateway. #cloud-config autoinstall: version: 1 network: version: 2 ethernets: addresses: - 10.144.xx.xx/20 nameservers: addresses: - 172.27.x.x - 8.8.x.x search: [] routes: - to: default via: 10.144.xx.xx identity: hostname: localhost username: ubuntu password: ${saltedPassword} Running the Terraform Build As mentioned in the previous section, the packer build will output a VM template to my vSphere datastore. I should be able to see the file template in nms-yyyy-mm-dd/nms-yyyy-mm-dd.vmtx directory of my datastore. Before running the terraform build, I set parameters in terraform parameter file (terraform.tfvars). $ cp terraform.ttfvars.example terraform.tfvars $ vi terraform.tfvars The table below lists the variables that need to be updated. cluster_name The vSphere cluster datacenter The vSphere datacenter datastore The vSphere datastore network The vSphere network to deploy and install NIM template_name The VM template generated by the packer build (nms-yyyy-mm-dd) ssh_pub_key The public SSH key (~/.ssh_id_rsa.pub) ssh_user The SSH user (ubuntu) Once parameters are set, I will need to set my env variables. $ export TF_VAR_vsphere_url="my-vcenter-url.com" $ export TF_VAR_vsphere_password="my-password" $ export TF_VAR_vsphere_user="my-username" #Set the admin password for NIM user $ export TF_VAR_admin_password="my-admin-password" And initialize/apply my terraform build. $ terraform init $ terraform apply **Note: If DHCP is not available in my vSphere network, I need to assign static IPs once again in my terraform script before running the build. Assigning Static IPs in Terraform Build (optional) To assign static IPs, I will need to modify the main terraform file (main.tf). I will add the following clone context inside my vsphere-virtual-machine vm resource and set the options to the appropriate IPs and netmask. clone { template_uuid = data.vsphere_virtual_machine.template.id customize { linux_options { host_name = "foo" domain = "example.com" } network_interface { ipv4_address = "10.144.xx.xxx" ipv4_netmask = 20 dns_server_list = ["172.27.x.x, 8.8.x.x"] } ipv4_gateway = "10.144.xx.xxx" } } Connecting to NGINX Instance Manager Once the terraform build is complete, I will see the NGINX Instance Manager VM running in the vSphere console. I can open a new tab in my browser and enter the IP address to connect and login with admin/$TF_VAR_admin_password creds. Conclusion Installing NGINX Instance Manager in your environment is now easier than ever. Following this tutorial, I can install NGINX Instance Manager in under 5 minutes and manage NGINX inventory inside my isolated environment.
Enhance your GenAI chatbot with the power of Agentic RAG and F5 platform
Agentic RAG (Retrieval-Augmented Generation) enhances the capabilities of a GenAI chatbot by integrating dynamic knowledge retrieval into its conversational abilities, making it more context-aware and accurate. In this demo, I will demonstrate an autonomous decision-making GenAI chatbot utilizing Agentic RAG. I will explore what Agentic RAG is and why it's crucial in today's AI landscape. I will also discuss how organizations can leverage GPUaaS (GPU as a Service) or AI Factory providers to accelerate their AI strategy. F5 platform provides robust security features that protect sensitive data while ensuring high availability and performance. They optimize the chatbot by streamlining traffic management and reducing latency, ensuring smooth interactions even during high demand. This integration ensures the GenAI chatbot is not only smart but also reliable and secure for enterprise use.
