diff --git "a/gcchyd2025_vectors.csv" "b/gcchyd2025_vectors.csv"
new file mode 100644--- /dev/null
+++ "b/gcchyd2025_vectors.csv"
@@ -0,0 +1,1741 @@
+"Get ready for Google Cloud Community Days 2025 in Hyderabad, hosted by GDG Cloud Hyderabad - your premier gathering for all things Google Cloud! This power-packed event brings together developers, cloud enthusiasts, architects, and industry experts for an immersive experience focused on the latest advancements and practical applications of Google Cloud.
+
+Throughout the day, you'll have the opportunity to:
+
+Gain Insights: Attend expert-led talks from industry leaders and Googlers on topics spanning AI/ML, data analytics, cloud infrastructure, DevOps, serverless computing, and more.
+
+Hands-on Learning: Dive deep with interactive code labs and demos, allowing you to build and experiment with Google Cloud technologies firsthand.
+
+Network & Connect: Engage with a vibrant community of fellow tech professionals, share knowledge, discuss challenges, and forge new connections.
+
+Explore Innovations: Discover real-world use cases and solutions built on Google Cloud Platform, designed to inspire your next project.
+
+Career & Growth: Learn about Google Cloud certifications and how they can accelerate your professional development in the cloud landscape.
+
+Whether you're a seasoned cloud professional looking to stay ahead of the curve or just starting your cloud journey, Google Cloud Community Days 2025 Hyderabad offers valuable content and unparalleled networking opportunities. Don't miss this chance to learn, build, and grow with the Google Cloud community!","Here’s a comprehensive summary of the text:
+
+**Google Cloud Community Days 2025 Hyderabad is an event designed for developers, cloud enthusiasts, architects, and industry professionals to learn about and explore Google Cloud.**  It's being hosted by GDG Cloud Hyderabad. The day will feature:
+
+* **Expert Talks:** Sessions led by industry leaders and Googlers covering topics like AI/ML, data analytics, cloud infrastructure, DevOps, and serverless computing.
+* **Hands-on Labs & Demos:** Opportunities to actively build and experiment with Google Cloud technologies.
+* **Networking:** A chance to connect with a large community of fellow tech professionals.
+* **Innovation Showcase:** Exploration of real-world applications and solutions built on the Google Cloud Platform.
+* **Career Development:** Information about Google Cloud certifications and how they can aid professional growth.
+
+**Overall, the event is presented as an invaluable opportunity for both experienced cloud users and those new to the field to expand their knowledge, build practical skills, and connect with others within the Google Cloud ecosystem.** 
+
+---
+
+Would you like me to summarize any specific aspect of this text in more detail?"
+"Get ready for Google Cloud Community Days 2025 in Hyderabad, hosted by GDG Cloud Hyderabad - your premier gathering for all things Google Cloud! This power-packed event brings together developers, cloud enthusiasts, architects, and industry experts for an immersive experience focused on the latest advancements and practical applications of Google Cloud.
+
+Throughout the day, you'll have the opportunity to:
+
+Gain Insights: Attend expert-led talks from industry leaders and Googlers on topics spanning AI/ML, data analytics, cloud infrastructure, DevOps, serverless computing, and more.
+
+Hands-on Learning: Dive deep with interactive code labs and demos, allowing you to build and experiment with Google Cloud technologies firsthand.
+
+Network & Connect: Engage with a vibrant community of fellow tech professionals, share knowledge, discuss challenges, and forge new connections.
+
+Explore Innovations: Discover real-world use cases and solutions built on Google Cloud Platform, designed to inspire your next project.
+
+Career & Growth: Learn about Google Cloud certifications and how they can accelerate your professional development in the cloud landscape.
+
+Whether you're a seasoned cloud professional looking to stay ahead of the curve or just starting your cloud journey, Google Cloud Community Days 2025 Hyderabad offers valuable content and unparalleled networking opportunities. Don't miss this chance to learn, build, and grow with the Google Cloud community!","What city is hosting Google Cloud Community Days 2025?
+Hyderabad is hosting Google Cloud Community Days 2025."
+"Get ready for Google Cloud Community Days 2025 in Hyderabad, hosted by GDG Cloud Hyderabad - your premier gathering for all things Google Cloud! This power-packed event brings together developers, cloud enthusiasts, architects, and industry experts for an immersive experience focused on the latest advancements and practical applications of Google Cloud.
+
+Throughout the day, you'll have the opportunity to:
+
+Gain Insights: Attend expert-led talks from industry leaders and Googlers on topics spanning AI/ML, data analytics, cloud infrastructure, DevOps, serverless computing, and more.
+
+Hands-on Learning: Dive deep with interactive code labs and demos, allowing you to build and experiment with Google Cloud technologies firsthand.
+
+Network & Connect: Engage with a vibrant community of fellow tech professionals, share knowledge, discuss challenges, and forge new connections.
+
+Explore Innovations: Discover real-world use cases and solutions built on Google Cloud Platform, designed to inspire your next project.
+
+Career & Growth: Learn about Google Cloud certifications and how they can accelerate your professional development in the cloud landscape.
+
+Whether you're a seasoned cloud professional looking to stay ahead of the curve or just starting your cloud journey, Google Cloud Community Days 2025 Hyderabad offers valuable content and unparalleled networking opportunities. Don't miss this chance to learn, build, and grow with the Google Cloud community!","Who is hosting the event in Hyderabad?
+According to the text, GDG Cloud Hyderabad is hosting Google Cloud Community Days 2025 in Hyderabad."
+"Get ready for Google Cloud Community Days 2025 in Hyderabad, hosted by GDG Cloud Hyderabad - your premier gathering for all things Google Cloud! This power-packed event brings together developers, cloud enthusiasts, architects, and industry experts for an immersive experience focused on the latest advancements and practical applications of Google Cloud.
+
+Throughout the day, you'll have the opportunity to:
+
+Gain Insights: Attend expert-led talks from industry leaders and Googlers on topics spanning AI/ML, data analytics, cloud infrastructure, DevOps, serverless computing, and more.
+
+Hands-on Learning: Dive deep with interactive code labs and demos, allowing you to build and experiment with Google Cloud technologies firsthand.
+
+Network & Connect: Engage with a vibrant community of fellow tech professionals, share knowledge, discuss challenges, and forge new connections.
+
+Explore Innovations: Discover real-world use cases and solutions built on Google Cloud Platform, designed to inspire your next project.
+
+Career & Growth: Learn about Google Cloud certifications and how they can accelerate your professional development in the cloud landscape.
+
+Whether you're a seasoned cloud professional looking to stay ahead of the curve or just starting your cloud journey, Google Cloud Community Days 2025 Hyderabad offers valuable content and unparalleled networking opportunities. Don't miss this chance to learn, build, and grow with the Google Cloud community!","Which topics will be covered during expert-led talks?
+According to the text, expert-led talks will cover topics including:
+
+*   AI/ML
+*   Data analytics
+*   Cloud infrastructure
+*   DevOps
+*   Serverless computing"
+"Get ready for Google Cloud Community Days 2025 in Hyderabad, hosted by GDG Cloud Hyderabad - your premier gathering for all things Google Cloud! This power-packed event brings together developers, cloud enthusiasts, architects, and industry experts for an immersive experience focused on the latest advancements and practical applications of Google Cloud.
+
+Throughout the day, you'll have the opportunity to:
+
+Gain Insights: Attend expert-led talks from industry leaders and Googlers on topics spanning AI/ML, data analytics, cloud infrastructure, DevOps, serverless computing, and more.
+
+Hands-on Learning: Dive deep with interactive code labs and demos, allowing you to build and experiment with Google Cloud technologies firsthand.
+
+Network & Connect: Engage with a vibrant community of fellow tech professionals, share knowledge, discuss challenges, and forge new connections.
+
+Explore Innovations: Discover real-world use cases and solutions built on Google Cloud Platform, designed to inspire your next project.
+
+Career & Growth: Learn about Google Cloud certifications and how they can accelerate your professional development in the cloud landscape.
+
+Whether you're a seasoned cloud professional looking to stay ahead of the curve or just starting your cloud journey, Google Cloud Community Days 2025 Hyderabad offers valuable content and unparalleled networking opportunities. Don't miss this chance to learn, build, and grow with the Google Cloud community!","What type of learning experiences are available at the event?
+According to the text, the event offers the following learning experiences:
+
+*   **Expert-led talks:** Attending presentations from industry leaders and Googlers covering topics like AI/ML, data analytics, cloud infrastructure, DevOps, and serverless computing.
+*   **Interactive code labs and demos:** Hands-on opportunities to build and experiment with Google Cloud technologies directly.
+*   **Real-world use cases:** Exploring examples of solutions built on Google Cloud Platform.
+*   **Information about Google Cloud certifications:** Learning how these can help in professional development."
+"Get ready for Google Cloud Community Days 2025 in Hyderabad, hosted by GDG Cloud Hyderabad - your premier gathering for all things Google Cloud! This power-packed event brings together developers, cloud enthusiasts, architects, and industry experts for an immersive experience focused on the latest advancements and practical applications of Google Cloud.
+
+Throughout the day, you'll have the opportunity to:
+
+Gain Insights: Attend expert-led talks from industry leaders and Googlers on topics spanning AI/ML, data analytics, cloud infrastructure, DevOps, serverless computing, and more.
+
+Hands-on Learning: Dive deep with interactive code labs and demos, allowing you to build and experiment with Google Cloud technologies firsthand.
+
+Network & Connect: Engage with a vibrant community of fellow tech professionals, share knowledge, discuss challenges, and forge new connections.
+
+Explore Innovations: Discover real-world use cases and solutions built on Google Cloud Platform, designed to inspire your next project.
+
+Career & Growth: Learn about Google Cloud certifications and how they can accelerate your professional development in the cloud landscape.
+
+Whether you're a seasoned cloud professional looking to stay ahead of the curve or just starting your cloud journey, Google Cloud Community Days 2025 Hyderabad offers valuable content and unparalleled networking opportunities. Don't miss this chance to learn, build, and grow with the Google Cloud community!","How can Google Cloud certifications benefit professional development?
+According to the text, Google Cloud certifications can “accelerate your professional development in the cloud landscape.” This suggests they are a valuable tool for professionals looking to advance their careers within the field of Google Cloud."
+"When
+
+Saturday, June 14, 2025
+9:00 AM – 6:00 PM (GMT+5:30)
+
+Where
+
+Novotel Hyderabad Convention Centre & HICC
+Novotel Hotel Road
+Kothaguda, 500084","Okay, here’s a concise summary of the provided text:
+
+**An event is scheduled for Saturday, June 14, 2025, from 9:00 AM to 6:00 PM (GMT+5:30) at the Novotel Hyderabad Convention Centre & HICC, located on Novotel Hotel Road in Kothaguda, postal code 500084.**
+
+Is there anything specific you’d like me to do with this information – e.g., extract only certain details, or formulate a sentence about it?"
+"When
+
+Saturday, June 14, 2025
+9:00 AM – 6:00 PM (GMT+5:30)
+
+Where
+
+Novotel Hyderabad Convention Centre & HICC
+Novotel Hotel Road
+Kothaguda, 500084","What day is the event scheduled for?
+The event is scheduled for Saturday."
+"When
+
+Saturday, June 14, 2025
+9:00 AM – 6:00 PM (GMT+5:30)
+
+Where
+
+Novotel Hyderabad Convention Centre & HICC
+Novotel Hotel Road
+Kothaguda, 500084","What time does the event begin?
+The event begins at 9:00 AM (GMT+5:30) on Saturday, June 14, 2025."
+"When
+
+Saturday, June 14, 2025
+9:00 AM – 6:00 PM (GMT+5:30)
+
+Where
+
+Novotel Hyderabad Convention Centre & HICC
+Novotel Hotel Road
+Kothaguda, 500084","Where will the event take place specifically?
+The event will take place at the Novotel Hyderabad Convention Centre & HICC, located on Novotel Hotel Road in Kothaguda (postal code 500084)."
+"When
+
+Saturday, June 14, 2025
+9:00 AM – 6:00 PM (GMT+5:30)
+
+Where
+
+Novotel Hyderabad Convention Centre & HICC
+Novotel Hotel Road
+Kothaguda, 500084","What is the full address of the venue?
+The full address of the venue is Novotel Hyderabad Convention Centre & HICC, located at Novotel Hotel Road, Kothaguda, 500084."
+"When
+
+Saturday, June 14, 2025
+9:00 AM – 6:00 PM (GMT+5:30)
+
+Where
+
+Novotel Hyderabad Convention Centre & HICC
+Novotel Hotel Road
+Kothaguda, 500084","What is the postal code for the venue location?
+The postal code for the venue location is 500084."
+"Agenda
+
+9:00 AM
+Registration, Hi-Tea & Networking
+10:00 AM
+Welcome & Introduction
+10:15 AM
+GDG & GDG Cloud Keynote
+10:30 AM
+Google Cloud Keynote
+11:00 AM
+Firebase Keynote
+11:30 AM
+Pair Programming with AI
+Discover how AI-powered code assistants like Google Gemini code assist, GitHub Copilot are transforming the software development landscape. This session will delve into how these tools enhance productivity, assist in code generation, and integrate seamlessly into modern development workflows.
+11:45 AM
+LLMs Without Limits: Scaling Open Models from Edge to Cloud
+What if you could run powerful open-source LLMs on a Raspberry Pi, a browser, or scale them effortlessly across GCP? In this talk, we’ll explore how modern open models like Gemma are redefining what's possible from blazing-fast local inference to scalable cloud deployments.
+12:15 PM
+Changing Architectures: The Rise of CloudARM
+Discover how CloudARM decouples transformation logic, streamlines data flow, and distributes intelligence across analytics, AI, and operational systems, all while ensuring governance, cost-efficiency, and scalability. If you're tired of outdated patterns and want a blueprint for the next-gen data backbone, this talk is your spark.
+12:30 PM
+A2A vs. MCP - Understanding Google's Protocols for AI Agent Interoperability
+Ever wonder how different AI assistants can seamlessly collaborate, or what tools enable their productivity? This talk will break down Google’s new Agent2Agent (A2A) protocol and compare it with Model Context Protocol (MCP). We’ll explore how A2A enables AI agents to communicate and coordinate across diverse systems, acting as a team, while MCP equips individual agents with the context and tools needed to perform tasks effectively. Join us to learn how these two groundbreaking protocols are shaping the future of AI collaboration, unlocking new levels of autonomy and productivity for intelligent agents.
+1:00 PM
+Networking, Booths & Lunch
+2:00 PM
+Ice-Breaker Activity
+2:15 PM
+Cloud Misconfigurations: 5 Mistakes That Can Cost Millions
+The cloud provides speed, scale, and flexibility. But it also introduces the potential for costly mistakes. In today's high-velocity environments, misconfigurations are among the leading causes of cloud breaches, outages, and compliance failures. This session reviews five critical cloud misconfigurations that have caused real-world damage & with guidance on how to spot and prevent them. These are universal patterns that apply across all major platforms. Those include: Publicly exposed storage and databases Over-permissive IAM roles and access policies Open ports and unrestricted network access Lack of outbound controls Insecure defaults in infrastructure-as-code templates Other Bonus points too. Through real examples and practical insights, the audience will learn about identifying these risks early, enforcing safer defaults, and building automated guardrails. This session supports developers, DevOps engineers, security leads, and architects in building and maintaining cloud environments that are resilient, secure, and audit-ready. A simple oversight should never become a million-dollar mistake.
+2:30 PM
+Building a LLM in One Day: A Developer’s End-to-End Journey
+In this session, speaker will walk through a hypothetical day-in-the-life of a team building a Large Language Model (LLM) from scratch. The goal is to demystify the process, covering everything from dataset preparation to training, fine-tuning, evaluation, and deployment. Designed for developers and ML enthusiasts, this talk will provide a hands-on perspective on the decisions, trade-offs, and challenges involved.
+3:00 PM
+Unlocking Agentic AI development with Gemma 3
+Let's explore the development of intelligent agents using Gemma models, with core components that facilitate agent creation, including capabilities for function calling, planning, and reasoning.
+3:30 PM
+EIB: Build and Deploy K8S clusters for Edge
+Ease of deploying Edge Kubernetes clusters with Edge Image Builder.
+4:00 PM
+From Code to Cloud: Deploying Your First AI Agent with ADK on Cloud Run & GKE
+The Agent Development Kit (ADK) makes it easier than ever to build powerful AI agents. But how do you take your agent from your local machine to a scalable, production-ready environment? This session is a practical, hands-on guide to deploying your ADK agents on Google Cloud. This talk will walk through the entire workflow, from a simple agent on your laptop to live endpoints on two of GCP's most powerful compute platforms. You'll leave understanding not just what ADK is, but how to share your creations with the world.
+4:30 PM
+Multiplatform, Multimodal app development using Firebase AI Logic
+In this session, we’ll explore how to integrate Firebase AI Logic into Flutter applications to build AI-powered experiences that are both multiplatform and multimodal. Speaker will show how to set up Firebase AI Logic with your Flutter project, work with the Gemini API for text and image-based prompts, and also the NEW Live Generative AI. Whether you're building chat, content generation, or visual understanding into your apps, this session will give you the tools to get started with AI in production-ready Flutter workflows.
+5:00 PM
+Group Photo, Networking & Swag Distribution","Here’s a comprehensive summary of the provided event agenda:
+
+**Event Theme:** This is a focused event centered around Google Cloud and Artificial Intelligence, specifically exploring advancements in Large Language Models (LLMs), AI Agents, and cloud deployment strategies.
+
+**Overall Structure:** The event spans from 9:00 AM to 5:00 PM and combines keynote presentations with hands-on sessions and networking opportunities.  It’s broken down into distinct blocks covering various aspects of the topics.
+
+**Key Sessions & Content Breakdown:**
+
+* **Morning (9:00 AM - 12:30 PM): Deep Dive into AI Technologies**
+    * **Networking/Registration/Hi-Tea:** Introduces attendees and facilitates connections.
+    * **Google & GDG Keynotes:** Focuses on Google's advancements in AI, likely showcasing broader strategy.
+    * **Firebase Keynote:** Dedicated to Firebase’s role in AI development – likely covering features and tools for building AI-powered applications.
+    * **Pair Programming with AI (11:30 AM):** Practical session demonstrating how AI code assistants (like Gemini Code Assist & Copilot) can boost developer productivity.
+    * **LLMs Without Limits (11:45 AM):** Explores the potential of running powerful open-source LLMs locally or in the cloud, highlighting Google’s Gemma model.
+    * **Changing Architectures: The Rise of CloudARM (12:15 PM):**  Discusses a new architectural approach for data processing and AI deployment within Google Cloud.
+
+
+* **Afternoon (1:00 PM - 5:00 PM): Practical Applications & Deployment**
+    * **Networking/Lunch:** Provides a break and further networking opportunities.
+    * **Ice-Breaker Activity (2:00 PM):**  Facilitates interaction among attendees.
+    * **Cloud Misconfigurations: 5 Mistakes That Can Cost Millions (2:15 PM):** A critical session addressing common cloud security pitfalls – crucial for developers and operations teams.
+    * **Building a LLM in One Day (3:00 PM):**  A walkthrough of the process involved in building an LLM, offering valuable insights to developers and ML enthusiasts.
+    * **Unlocking Agentic AI development with Gemma 3 (3:30 PM):** Focuses on leveraging the Gemma model for creating intelligent agents, emphasizing features like function calling and planning.
+    * **EIB: Build and Deploy K8S clusters for Edge (4:00 PM):**  Introduces a tool for simplifying the deployment of Kubernetes clusters to edge devices.
+    * **From Code to Cloud: Deploying Your First AI Agent with ADK on Cloud Run & GKE (4:30 PM):** A practical guide to deploying AI agents developed using Google’s Agent Development Kit (ADK) on Google Cloud platforms – Cloud Run and GKE.
+    * **Multiplatform, Multimodal app development using Firebase AI Logic (5:00 PM):**  Demonstrates how to integrate Firebase AI Logic into Flutter applications for creating rich, AI-powered apps across multiple platforms and incorporating various input types (text & image).
+
+* **Concluding Event (5:00 PM):** Group photo and swag distribution.
+
+**Overall Focus:** The event aims to equip attendees with knowledge and practical skills related to building and deploying AI solutions on Google Cloud, highlighting new technologies like LLMs, AI agents, and Firebase AI Logic.  There’s a strong emphasis on security considerations (cloud misconfigurations) and practical deployment strategies. 
+
+
+Do you want me to elaborate on any specific aspect of this summary or provide a particular focus?"
+"Agenda
+
+9:00 AM
+Registration, Hi-Tea & Networking
+10:00 AM
+Welcome & Introduction
+10:15 AM
+GDG & GDG Cloud Keynote
+10:30 AM
+Google Cloud Keynote
+11:00 AM
+Firebase Keynote
+11:30 AM
+Pair Programming with AI
+Discover how AI-powered code assistants like Google Gemini code assist, GitHub Copilot are transforming the software development landscape. This session will delve into how these tools enhance productivity, assist in code generation, and integrate seamlessly into modern development workflows.
+11:45 AM
+LLMs Without Limits: Scaling Open Models from Edge to Cloud
+What if you could run powerful open-source LLMs on a Raspberry Pi, a browser, or scale them effortlessly across GCP? In this talk, we’ll explore how modern open models like Gemma are redefining what's possible from blazing-fast local inference to scalable cloud deployments.
+12:15 PM
+Changing Architectures: The Rise of CloudARM
+Discover how CloudARM decouples transformation logic, streamlines data flow, and distributes intelligence across analytics, AI, and operational systems, all while ensuring governance, cost-efficiency, and scalability. If you're tired of outdated patterns and want a blueprint for the next-gen data backbone, this talk is your spark.
+12:30 PM
+A2A vs. MCP - Understanding Google's Protocols for AI Agent Interoperability
+Ever wonder how different AI assistants can seamlessly collaborate, or what tools enable their productivity? This talk will break down Google’s new Agent2Agent (A2A) protocol and compare it with Model Context Protocol (MCP). We’ll explore how A2A enables AI agents to communicate and coordinate across diverse systems, acting as a team, while MCP equips individual agents with the context and tools needed to perform tasks effectively. Join us to learn how these two groundbreaking protocols are shaping the future of AI collaboration, unlocking new levels of autonomy and productivity for intelligent agents.
+1:00 PM
+Networking, Booths & Lunch
+2:00 PM
+Ice-Breaker Activity
+2:15 PM
+Cloud Misconfigurations: 5 Mistakes That Can Cost Millions
+The cloud provides speed, scale, and flexibility. But it also introduces the potential for costly mistakes. In today's high-velocity environments, misconfigurations are among the leading causes of cloud breaches, outages, and compliance failures. This session reviews five critical cloud misconfigurations that have caused real-world damage & with guidance on how to spot and prevent them. These are universal patterns that apply across all major platforms. Those include: Publicly exposed storage and databases Over-permissive IAM roles and access policies Open ports and unrestricted network access Lack of outbound controls Insecure defaults in infrastructure-as-code templates Other Bonus points too. Through real examples and practical insights, the audience will learn about identifying these risks early, enforcing safer defaults, and building automated guardrails. This session supports developers, DevOps engineers, security leads, and architects in building and maintaining cloud environments that are resilient, secure, and audit-ready. A simple oversight should never become a million-dollar mistake.
+2:30 PM
+Building a LLM in One Day: A Developer’s End-to-End Journey
+In this session, speaker will walk through a hypothetical day-in-the-life of a team building a Large Language Model (LLM) from scratch. The goal is to demystify the process, covering everything from dataset preparation to training, fine-tuning, evaluation, and deployment. Designed for developers and ML enthusiasts, this talk will provide a hands-on perspective on the decisions, trade-offs, and challenges involved.
+3:00 PM
+Unlocking Agentic AI development with Gemma 3
+Let's explore the development of intelligent agents using Gemma models, with core components that facilitate agent creation, including capabilities for function calling, planning, and reasoning.
+3:30 PM
+EIB: Build and Deploy K8S clusters for Edge
+Ease of deploying Edge Kubernetes clusters with Edge Image Builder.
+4:00 PM
+From Code to Cloud: Deploying Your First AI Agent with ADK on Cloud Run & GKE
+The Agent Development Kit (ADK) makes it easier than ever to build powerful AI agents. But how do you take your agent from your local machine to a scalable, production-ready environment? This session is a practical, hands-on guide to deploying your ADK agents on Google Cloud. This talk will walk through the entire workflow, from a simple agent on your laptop to live endpoints on two of GCP's most powerful compute platforms. You'll leave understanding not just what ADK is, but how to share your creations with the world.
+4:30 PM
+Multiplatform, Multimodal app development using Firebase AI Logic
+In this session, we’ll explore how to integrate Firebase AI Logic into Flutter applications to build AI-powered experiences that are both multiplatform and multimodal. Speaker will show how to set up Firebase AI Logic with your Flutter project, work with the Gemini API for text and image-based prompts, and also the NEW Live Generative AI. Whether you're building chat, content generation, or visual understanding into your apps, this session will give you the tools to get started with AI in production-ready Flutter workflows.
+5:00 PM
+Group Photo, Networking & Swag Distribution","1.  What specific type of code assistants are mentioned as transforming the software development landscape?
+The context mentions Google Gemini code assist and GitHub Copilot as AI-powered code assistants."
+"Agenda
+
+9:00 AM
+Registration, Hi-Tea & Networking
+10:00 AM
+Welcome & Introduction
+10:15 AM
+GDG & GDG Cloud Keynote
+10:30 AM
+Google Cloud Keynote
+11:00 AM
+Firebase Keynote
+11:30 AM
+Pair Programming with AI
+Discover how AI-powered code assistants like Google Gemini code assist, GitHub Copilot are transforming the software development landscape. This session will delve into how these tools enhance productivity, assist in code generation, and integrate seamlessly into modern development workflows.
+11:45 AM
+LLMs Without Limits: Scaling Open Models from Edge to Cloud
+What if you could run powerful open-source LLMs on a Raspberry Pi, a browser, or scale them effortlessly across GCP? In this talk, we’ll explore how modern open models like Gemma are redefining what's possible from blazing-fast local inference to scalable cloud deployments.
+12:15 PM
+Changing Architectures: The Rise of CloudARM
+Discover how CloudARM decouples transformation logic, streamlines data flow, and distributes intelligence across analytics, AI, and operational systems, all while ensuring governance, cost-efficiency, and scalability. If you're tired of outdated patterns and want a blueprint for the next-gen data backbone, this talk is your spark.
+12:30 PM
+A2A vs. MCP - Understanding Google's Protocols for AI Agent Interoperability
+Ever wonder how different AI assistants can seamlessly collaborate, or what tools enable their productivity? This talk will break down Google’s new Agent2Agent (A2A) protocol and compare it with Model Context Protocol (MCP). We’ll explore how A2A enables AI agents to communicate and coordinate across diverse systems, acting as a team, while MCP equips individual agents with the context and tools needed to perform tasks effectively. Join us to learn how these two groundbreaking protocols are shaping the future of AI collaboration, unlocking new levels of autonomy and productivity for intelligent agents.
+1:00 PM
+Networking, Booths & Lunch
+2:00 PM
+Ice-Breaker Activity
+2:15 PM
+Cloud Misconfigurations: 5 Mistakes That Can Cost Millions
+The cloud provides speed, scale, and flexibility. But it also introduces the potential for costly mistakes. In today's high-velocity environments, misconfigurations are among the leading causes of cloud breaches, outages, and compliance failures. This session reviews five critical cloud misconfigurations that have caused real-world damage & with guidance on how to spot and prevent them. These are universal patterns that apply across all major platforms. Those include: Publicly exposed storage and databases Over-permissive IAM roles and access policies Open ports and unrestricted network access Lack of outbound controls Insecure defaults in infrastructure-as-code templates Other Bonus points too. Through real examples and practical insights, the audience will learn about identifying these risks early, enforcing safer defaults, and building automated guardrails. This session supports developers, DevOps engineers, security leads, and architects in building and maintaining cloud environments that are resilient, secure, and audit-ready. A simple oversight should never become a million-dollar mistake.
+2:30 PM
+Building a LLM in One Day: A Developer’s End-to-End Journey
+In this session, speaker will walk through a hypothetical day-in-the-life of a team building a Large Language Model (LLM) from scratch. The goal is to demystify the process, covering everything from dataset preparation to training, fine-tuning, evaluation, and deployment. Designed for developers and ML enthusiasts, this talk will provide a hands-on perspective on the decisions, trade-offs, and challenges involved.
+3:00 PM
+Unlocking Agentic AI development with Gemma 3
+Let's explore the development of intelligent agents using Gemma models, with core components that facilitate agent creation, including capabilities for function calling, planning, and reasoning.
+3:30 PM
+EIB: Build and Deploy K8S clusters for Edge
+Ease of deploying Edge Kubernetes clusters with Edge Image Builder.
+4:00 PM
+From Code to Cloud: Deploying Your First AI Agent with ADK on Cloud Run & GKE
+The Agent Development Kit (ADK) makes it easier than ever to build powerful AI agents. But how do you take your agent from your local machine to a scalable, production-ready environment? This session is a practical, hands-on guide to deploying your ADK agents on Google Cloud. This talk will walk through the entire workflow, from a simple agent on your laptop to live endpoints on two of GCP's most powerful compute platforms. You'll leave understanding not just what ADK is, but how to share your creations with the world.
+4:30 PM
+Multiplatform, Multimodal app development using Firebase AI Logic
+In this session, we’ll explore how to integrate Firebase AI Logic into Flutter applications to build AI-powered experiences that are both multiplatform and multimodal. Speaker will show how to set up Firebase AI Logic with your Flutter project, work with the Gemini API for text and image-based prompts, and also the NEW Live Generative AI. Whether you're building chat, content generation, or visual understanding into your apps, this session will give you the tools to get started with AI in production-ready Flutter workflows.
+5:00 PM
+Group Photo, Networking & Swag Distribution","2.  What is the primary focus of the session on “Scaling Open Models from Edge to Cloud”?
+The primary focus of the session “LLMs Without Limits: Scaling Open Models from Edge to Cloud” is exploring how modern open models like Gemma can be run on various devices, from Raspberry Pis to browsers, and scaled efficiently across Google Cloud Platform (GCP). It discusses blazing-fast local inference and scalable cloud deployments."
+"Agenda
+
+9:00 AM
+Registration, Hi-Tea & Networking
+10:00 AM
+Welcome & Introduction
+10:15 AM
+GDG & GDG Cloud Keynote
+10:30 AM
+Google Cloud Keynote
+11:00 AM
+Firebase Keynote
+11:30 AM
+Pair Programming with AI
+Discover how AI-powered code assistants like Google Gemini code assist, GitHub Copilot are transforming the software development landscape. This session will delve into how these tools enhance productivity, assist in code generation, and integrate seamlessly into modern development workflows.
+11:45 AM
+LLMs Without Limits: Scaling Open Models from Edge to Cloud
+What if you could run powerful open-source LLMs on a Raspberry Pi, a browser, or scale them effortlessly across GCP? In this talk, we’ll explore how modern open models like Gemma are redefining what's possible from blazing-fast local inference to scalable cloud deployments.
+12:15 PM
+Changing Architectures: The Rise of CloudARM
+Discover how CloudARM decouples transformation logic, streamlines data flow, and distributes intelligence across analytics, AI, and operational systems, all while ensuring governance, cost-efficiency, and scalability. If you're tired of outdated patterns and want a blueprint for the next-gen data backbone, this talk is your spark.
+12:30 PM
+A2A vs. MCP - Understanding Google's Protocols for AI Agent Interoperability
+Ever wonder how different AI assistants can seamlessly collaborate, or what tools enable their productivity? This talk will break down Google’s new Agent2Agent (A2A) protocol and compare it with Model Context Protocol (MCP). We’ll explore how A2A enables AI agents to communicate and coordinate across diverse systems, acting as a team, while MCP equips individual agents with the context and tools needed to perform tasks effectively. Join us to learn how these two groundbreaking protocols are shaping the future of AI collaboration, unlocking new levels of autonomy and productivity for intelligent agents.
+1:00 PM
+Networking, Booths & Lunch
+2:00 PM
+Ice-Breaker Activity
+2:15 PM
+Cloud Misconfigurations: 5 Mistakes That Can Cost Millions
+The cloud provides speed, scale, and flexibility. But it also introduces the potential for costly mistakes. In today's high-velocity environments, misconfigurations are among the leading causes of cloud breaches, outages, and compliance failures. This session reviews five critical cloud misconfigurations that have caused real-world damage & with guidance on how to spot and prevent them. These are universal patterns that apply across all major platforms. Those include: Publicly exposed storage and databases Over-permissive IAM roles and access policies Open ports and unrestricted network access Lack of outbound controls Insecure defaults in infrastructure-as-code templates Other Bonus points too. Through real examples and practical insights, the audience will learn about identifying these risks early, enforcing safer defaults, and building automated guardrails. This session supports developers, DevOps engineers, security leads, and architects in building and maintaining cloud environments that are resilient, secure, and audit-ready. A simple oversight should never become a million-dollar mistake.
+2:30 PM
+Building a LLM in One Day: A Developer’s End-to-End Journey
+In this session, speaker will walk through a hypothetical day-in-the-life of a team building a Large Language Model (LLM) from scratch. The goal is to demystify the process, covering everything from dataset preparation to training, fine-tuning, evaluation, and deployment. Designed for developers and ML enthusiasts, this talk will provide a hands-on perspective on the decisions, trade-offs, and challenges involved.
+3:00 PM
+Unlocking Agentic AI development with Gemma 3
+Let's explore the development of intelligent agents using Gemma models, with core components that facilitate agent creation, including capabilities for function calling, planning, and reasoning.
+3:30 PM
+EIB: Build and Deploy K8S clusters for Edge
+Ease of deploying Edge Kubernetes clusters with Edge Image Builder.
+4:00 PM
+From Code to Cloud: Deploying Your First AI Agent with ADK on Cloud Run & GKE
+The Agent Development Kit (ADK) makes it easier than ever to build powerful AI agents. But how do you take your agent from your local machine to a scalable, production-ready environment? This session is a practical, hands-on guide to deploying your ADK agents on Google Cloud. This talk will walk through the entire workflow, from a simple agent on your laptop to live endpoints on two of GCP's most powerful compute platforms. You'll leave understanding not just what ADK is, but how to share your creations with the world.
+4:30 PM
+Multiplatform, Multimodal app development using Firebase AI Logic
+In this session, we’ll explore how to integrate Firebase AI Logic into Flutter applications to build AI-powered experiences that are both multiplatform and multimodal. Speaker will show how to set up Firebase AI Logic with your Flutter project, work with the Gemini API for text and image-based prompts, and also the NEW Live Generative AI. Whether you're building chat, content generation, or visual understanding into your apps, this session will give you the tools to get started with AI in production-ready Flutter workflows.
+5:00 PM
+Group Photo, Networking & Swag Distribution","3.  How does the Agent2Agent (A2A) protocol differ from the Model Context Protocol (MCP)?
+According to the agenda, A2A enables AI agents to communicate and coordinate across diverse systems, acting as a team, while MCP equips individual agents with the context and tools needed to perform tasks effectively."
+"Agenda
+
+9:00 AM
+Registration, Hi-Tea & Networking
+10:00 AM
+Welcome & Introduction
+10:15 AM
+GDG & GDG Cloud Keynote
+10:30 AM
+Google Cloud Keynote
+11:00 AM
+Firebase Keynote
+11:30 AM
+Pair Programming with AI
+Discover how AI-powered code assistants like Google Gemini code assist, GitHub Copilot are transforming the software development landscape. This session will delve into how these tools enhance productivity, assist in code generation, and integrate seamlessly into modern development workflows.
+11:45 AM
+LLMs Without Limits: Scaling Open Models from Edge to Cloud
+What if you could run powerful open-source LLMs on a Raspberry Pi, a browser, or scale them effortlessly across GCP? In this talk, we’ll explore how modern open models like Gemma are redefining what's possible from blazing-fast local inference to scalable cloud deployments.
+12:15 PM
+Changing Architectures: The Rise of CloudARM
+Discover how CloudARM decouples transformation logic, streamlines data flow, and distributes intelligence across analytics, AI, and operational systems, all while ensuring governance, cost-efficiency, and scalability. If you're tired of outdated patterns and want a blueprint for the next-gen data backbone, this talk is your spark.
+12:30 PM
+A2A vs. MCP - Understanding Google's Protocols for AI Agent Interoperability
+Ever wonder how different AI assistants can seamlessly collaborate, or what tools enable their productivity? This talk will break down Google’s new Agent2Agent (A2A) protocol and compare it with Model Context Protocol (MCP). We’ll explore how A2A enables AI agents to communicate and coordinate across diverse systems, acting as a team, while MCP equips individual agents with the context and tools needed to perform tasks effectively. Join us to learn how these two groundbreaking protocols are shaping the future of AI collaboration, unlocking new levels of autonomy and productivity for intelligent agents.
+1:00 PM
+Networking, Booths & Lunch
+2:00 PM
+Ice-Breaker Activity
+2:15 PM
+Cloud Misconfigurations: 5 Mistakes That Can Cost Millions
+The cloud provides speed, scale, and flexibility. But it also introduces the potential for costly mistakes. In today's high-velocity environments, misconfigurations are among the leading causes of cloud breaches, outages, and compliance failures. This session reviews five critical cloud misconfigurations that have caused real-world damage & with guidance on how to spot and prevent them. These are universal patterns that apply across all major platforms. Those include: Publicly exposed storage and databases Over-permissive IAM roles and access policies Open ports and unrestricted network access Lack of outbound controls Insecure defaults in infrastructure-as-code templates Other Bonus points too. Through real examples and practical insights, the audience will learn about identifying these risks early, enforcing safer defaults, and building automated guardrails. This session supports developers, DevOps engineers, security leads, and architects in building and maintaining cloud environments that are resilient, secure, and audit-ready. A simple oversight should never become a million-dollar mistake.
+2:30 PM
+Building a LLM in One Day: A Developer’s End-to-End Journey
+In this session, speaker will walk through a hypothetical day-in-the-life of a team building a Large Language Model (LLM) from scratch. The goal is to demystify the process, covering everything from dataset preparation to training, fine-tuning, evaluation, and deployment. Designed for developers and ML enthusiasts, this talk will provide a hands-on perspective on the decisions, trade-offs, and challenges involved.
+3:00 PM
+Unlocking Agentic AI development with Gemma 3
+Let's explore the development of intelligent agents using Gemma models, with core components that facilitate agent creation, including capabilities for function calling, planning, and reasoning.
+3:30 PM
+EIB: Build and Deploy K8S clusters for Edge
+Ease of deploying Edge Kubernetes clusters with Edge Image Builder.
+4:00 PM
+From Code to Cloud: Deploying Your First AI Agent with ADK on Cloud Run & GKE
+The Agent Development Kit (ADK) makes it easier than ever to build powerful AI agents. But how do you take your agent from your local machine to a scalable, production-ready environment? This session is a practical, hands-on guide to deploying your ADK agents on Google Cloud. This talk will walk through the entire workflow, from a simple agent on your laptop to live endpoints on two of GCP's most powerful compute platforms. You'll leave understanding not just what ADK is, but how to share your creations with the world.
+4:30 PM
+Multiplatform, Multimodal app development using Firebase AI Logic
+In this session, we’ll explore how to integrate Firebase AI Logic into Flutter applications to build AI-powered experiences that are both multiplatform and multimodal. Speaker will show how to set up Firebase AI Logic with your Flutter project, work with the Gemini API for text and image-based prompts, and also the NEW Live Generative AI. Whether you're building chat, content generation, or visual understanding into your apps, this session will give you the tools to get started with AI in production-ready Flutter workflows.
+5:00 PM
+Group Photo, Networking & Swag Distribution","4.  According to the agenda, what are five critical cloud misconfigurations that can cause significant damage?
+According to the agenda, five critical cloud misconfigurations that can cause significant damage are:
+
+1.  Publicly exposed storage and databases
+2.  Over-permissive IAM roles and access policies
+3.  Open ports and unrestricted network access
+4.  Lack of outbound controls
+5.  Insecure defaults in infrastructure-as-code templates"
+"Agenda
+
+9:00 AM
+Registration, Hi-Tea & Networking
+10:00 AM
+Welcome & Introduction
+10:15 AM
+GDG & GDG Cloud Keynote
+10:30 AM
+Google Cloud Keynote
+11:00 AM
+Firebase Keynote
+11:30 AM
+Pair Programming with AI
+Discover how AI-powered code assistants like Google Gemini code assist, GitHub Copilot are transforming the software development landscape. This session will delve into how these tools enhance productivity, assist in code generation, and integrate seamlessly into modern development workflows.
+11:45 AM
+LLMs Without Limits: Scaling Open Models from Edge to Cloud
+What if you could run powerful open-source LLMs on a Raspberry Pi, a browser, or scale them effortlessly across GCP? In this talk, we’ll explore how modern open models like Gemma are redefining what's possible from blazing-fast local inference to scalable cloud deployments.
+12:15 PM
+Changing Architectures: The Rise of CloudARM
+Discover how CloudARM decouples transformation logic, streamlines data flow, and distributes intelligence across analytics, AI, and operational systems, all while ensuring governance, cost-efficiency, and scalability. If you're tired of outdated patterns and want a blueprint for the next-gen data backbone, this talk is your spark.
+12:30 PM
+A2A vs. MCP - Understanding Google's Protocols for AI Agent Interoperability
+Ever wonder how different AI assistants can seamlessly collaborate, or what tools enable their productivity? This talk will break down Google’s new Agent2Agent (A2A) protocol and compare it with Model Context Protocol (MCP). We’ll explore how A2A enables AI agents to communicate and coordinate across diverse systems, acting as a team, while MCP equips individual agents with the context and tools needed to perform tasks effectively. Join us to learn how these two groundbreaking protocols are shaping the future of AI collaboration, unlocking new levels of autonomy and productivity for intelligent agents.
+1:00 PM
+Networking, Booths & Lunch
+2:00 PM
+Ice-Breaker Activity
+2:15 PM
+Cloud Misconfigurations: 5 Mistakes That Can Cost Millions
+The cloud provides speed, scale, and flexibility. But it also introduces the potential for costly mistakes. In today's high-velocity environments, misconfigurations are among the leading causes of cloud breaches, outages, and compliance failures. This session reviews five critical cloud misconfigurations that have caused real-world damage & with guidance on how to spot and prevent them. These are universal patterns that apply across all major platforms. Those include: Publicly exposed storage and databases Over-permissive IAM roles and access policies Open ports and unrestricted network access Lack of outbound controls Insecure defaults in infrastructure-as-code templates Other Bonus points too. Through real examples and practical insights, the audience will learn about identifying these risks early, enforcing safer defaults, and building automated guardrails. This session supports developers, DevOps engineers, security leads, and architects in building and maintaining cloud environments that are resilient, secure, and audit-ready. A simple oversight should never become a million-dollar mistake.
+2:30 PM
+Building a LLM in One Day: A Developer’s End-to-End Journey
+In this session, speaker will walk through a hypothetical day-in-the-life of a team building a Large Language Model (LLM) from scratch. The goal is to demystify the process, covering everything from dataset preparation to training, fine-tuning, evaluation, and deployment. Designed for developers and ML enthusiasts, this talk will provide a hands-on perspective on the decisions, trade-offs, and challenges involved.
+3:00 PM
+Unlocking Agentic AI development with Gemma 3
+Let's explore the development of intelligent agents using Gemma models, with core components that facilitate agent creation, including capabilities for function calling, planning, and reasoning.
+3:30 PM
+EIB: Build and Deploy K8S clusters for Edge
+Ease of deploying Edge Kubernetes clusters with Edge Image Builder.
+4:00 PM
+From Code to Cloud: Deploying Your First AI Agent with ADK on Cloud Run & GKE
+The Agent Development Kit (ADK) makes it easier than ever to build powerful AI agents. But how do you take your agent from your local machine to a scalable, production-ready environment? This session is a practical, hands-on guide to deploying your ADK agents on Google Cloud. This talk will walk through the entire workflow, from a simple agent on your laptop to live endpoints on two of GCP's most powerful compute platforms. You'll leave understanding not just what ADK is, but how to share your creations with the world.
+4:30 PM
+Multiplatform, Multimodal app development using Firebase AI Logic
+In this session, we’ll explore how to integrate Firebase AI Logic into Flutter applications to build AI-powered experiences that are both multiplatform and multimodal. Speaker will show how to set up Firebase AI Logic with your Flutter project, work with the Gemini API for text and image-based prompts, and also the NEW Live Generative AI. Whether you're building chat, content generation, or visual understanding into your apps, this session will give you the tools to get started with AI in production-ready Flutter workflows.
+5:00 PM
+Group Photo, Networking & Swag Distribution","5.  What is the hypothetical goal of the session titled “Building a LLM in One Day”?
+The hypothetical goal of the session titled “Building a LLM in One Day” is to demystify the process of building a Large Language Model (LLM) from scratch, covering everything from dataset preparation to training, fine-tuning, evaluation, and deployment."
+"# Speakers
+
+Aravindhan M
+Lloyds Banking Group
+Senior Software Developer
+
+Harish Kotra
+Gaia
+Developer Relations Lead
+
+Madhu Vadlamani
+Miracle software systems
+Sr Manager
+
+Kiran Bandhakavi
+Product Tree
+Founder
+
+Rishiraj Acharya
+IntelliTek
+ML Engineer
+
+Rajeev Jaggavarapu
+Material
+Senior Platform Architect-L2
+
+Sanket Bisne
+Lloyds Banking Group
+Sr DevOps engineer
+
+Kalyan Prasad
+Data & AI Scientist
+
+Aarshad Devani
+Storable India Pvt. Ltd
+Sr. Software Engineer
+
+Aditya Thakur
+Scapia
+Software Engineer
+
+Snigdha Kanchana
+IBM
+Cloud SRE
+
+Arun Teja Godavarthi
+Google
+Community Manager, Global Developer Programs - India
+
+Naveen Poosarla
+Google
+Technical Solutions Consultant","This text is a simple list of speakers attending an event or participating in a discussion. It’s a roll call of individuals representing various companies and roles within the technology sector, specifically focusing on data science, AI, cloud computing, and software development. 
+
+Here's a breakdown by company/role:
+
+*   **Lloyds Banking Group:** Aravindhan M (Senior Software Developer), Sanket Bisne (Sr DevOps Engineer)
+*   **Gaia:** Harish Kotra (Developer Relations Lead)
+*   **Miracle Software Systems:** Madhu Vadlamani (Sr Manager)
+*   **Product Tree:** Kiran Bandhakavi (Founder)
+*   **IntelliTek:** Rishiraj Acharya (ML Engineer)
+*   **Material:** Rajeev Jaggavarapu (Senior Platform Architect-L2)
+*   **Storable India Pvt. Ltd.:** Aarshad Devani (Sr. Software Engineer)
+*   **Scapia:** Aditya Thakur (Software Engineer)
+*   **IBM:** Snigdha Kanchana (Cloud SRE)
+*   **Google:** Arun Teja Godavarthi (Community Manager, Global Developer Programs - India), Naveen Poosarla (Technical Solutions Consultant)
+
+**In essence, the text provides a roster of individuals from diverse tech organizations and with varied technical specializations who are involved in whatever event or topic is being discussed.** It doesn't convey any specific content beyond identifying the attendees."
+"# Speakers
+
+Aravindhan M
+Lloyds Banking Group
+Senior Software Developer
+
+Harish Kotra
+Gaia
+Developer Relations Lead
+
+Madhu Vadlamani
+Miracle software systems
+Sr Manager
+
+Kiran Bandhakavi
+Product Tree
+Founder
+
+Rishiraj Acharya
+IntelliTek
+ML Engineer
+
+Rajeev Jaggavarapu
+Material
+Senior Platform Architect-L2
+
+Sanket Bisne
+Lloyds Banking Group
+Sr DevOps engineer
+
+Kalyan Prasad
+Data & AI Scientist
+
+Aarshad Devani
+Storable India Pvt. Ltd
+Sr. Software Engineer
+
+Aditya Thakur
+Scapia
+Software Engineer
+
+Snigdha Kanchana
+IBM
+Cloud SRE
+
+Arun Teja Godavarthi
+Google
+Community Manager, Global Developer Programs - India
+
+Naveen Poosarla
+Google
+Technical Solutions Consultant","What company is Aravindhan M from?
+Aravindhan M is from Lloyds Banking Group."
+"# Speakers
+
+Aravindhan M
+Lloyds Banking Group
+Senior Software Developer
+
+Harish Kotra
+Gaia
+Developer Relations Lead
+
+Madhu Vadlamani
+Miracle software systems
+Sr Manager
+
+Kiran Bandhakavi
+Product Tree
+Founder
+
+Rishiraj Acharya
+IntelliTek
+ML Engineer
+
+Rajeev Jaggavarapu
+Material
+Senior Platform Architect-L2
+
+Sanket Bisne
+Lloyds Banking Group
+Sr DevOps engineer
+
+Kalyan Prasad
+Data & AI Scientist
+
+Aarshad Devani
+Storable India Pvt. Ltd
+Sr. Software Engineer
+
+Aditya Thakur
+Scapia
+Software Engineer
+
+Snigdha Kanchana
+IBM
+Cloud SRE
+
+Arun Teja Godavarthi
+Google
+Community Manager, Global Developer Programs - India
+
+Naveen Poosarla
+Google
+Technical Solutions Consultant","What role does Harish Kotra hold at Gaia?
+Based on the provided context, Harish Kotra holds the role of **Developer Relations Lead** at Gaia."
+"# Speakers
+
+Aravindhan M
+Lloyds Banking Group
+Senior Software Developer
+
+Harish Kotra
+Gaia
+Developer Relations Lead
+
+Madhu Vadlamani
+Miracle software systems
+Sr Manager
+
+Kiran Bandhakavi
+Product Tree
+Founder
+
+Rishiraj Acharya
+IntelliTek
+ML Engineer
+
+Rajeev Jaggavarapu
+Material
+Senior Platform Architect-L2
+
+Sanket Bisne
+Lloyds Banking Group
+Sr DevOps engineer
+
+Kalyan Prasad
+Data & AI Scientist
+
+Aarshad Devani
+Storable India Pvt. Ltd
+Sr. Software Engineer
+
+Aditya Thakur
+Scapia
+Software Engineer
+
+Snigdha Kanchana
+IBM
+Cloud SRE
+
+Arun Teja Godavarthi
+Google
+Community Manager, Global Developer Programs - India
+
+Naveen Poosarla
+Google
+Technical Solutions Consultant","Which organization does Madhu Vadlamani work for?
+Based on the provided list, Madhu Vadlamani works for Miracle software systems."
+"# Speakers
+
+Aravindhan M
+Lloyds Banking Group
+Senior Software Developer
+
+Harish Kotra
+Gaia
+Developer Relations Lead
+
+Madhu Vadlamani
+Miracle software systems
+Sr Manager
+
+Kiran Bandhakavi
+Product Tree
+Founder
+
+Rishiraj Acharya
+IntelliTek
+ML Engineer
+
+Rajeev Jaggavarapu
+Material
+Senior Platform Architect-L2
+
+Sanket Bisne
+Lloyds Banking Group
+Sr DevOps engineer
+
+Kalyan Prasad
+Data & AI Scientist
+
+Aarshad Devani
+Storable India Pvt. Ltd
+Sr. Software Engineer
+
+Aditya Thakur
+Scapia
+Software Engineer
+
+Snigdha Kanchana
+IBM
+Cloud SRE
+
+Arun Teja Godavarthi
+Google
+Community Manager, Global Developer Programs - India
+
+Naveen Poosarla
+Google
+Technical Solutions Consultant","Who founded Product Tree?
+According to the provided list of speakers, **Kiran Bandhakavi** founded Product Tree."
+"# Speakers
+
+Aravindhan M
+Lloyds Banking Group
+Senior Software Developer
+
+Harish Kotra
+Gaia
+Developer Relations Lead
+
+Madhu Vadlamani
+Miracle software systems
+Sr Manager
+
+Kiran Bandhakavi
+Product Tree
+Founder
+
+Rishiraj Acharya
+IntelliTek
+ML Engineer
+
+Rajeev Jaggavarapu
+Material
+Senior Platform Architect-L2
+
+Sanket Bisne
+Lloyds Banking Group
+Sr DevOps engineer
+
+Kalyan Prasad
+Data & AI Scientist
+
+Aarshad Devani
+Storable India Pvt. Ltd
+Sr. Software Engineer
+
+Aditya Thakur
+Scapia
+Software Engineer
+
+Snigdha Kanchana
+IBM
+Cloud SRE
+
+Arun Teja Godavarthi
+Google
+Community Manager, Global Developer Programs - India
+
+Naveen Poosarla
+Google
+Technical Solutions Consultant","What is Rishiraj Acharya's job title at IntelliTek?
+Rishiraj Acharya’s job title at IntelliTek is ML Engineer."
+"Aravindhan M
+Lloyds Banking Group
+
+I am the Community lead of Google developer group Cloud Madurai as building a cloud ecosystem with the help of developers, start-ups, and tech leaders. Also I am a cloud / AI enthusiast and java back-end developer with 10 years of Information Technology experience. Areas of expertise includes Cloud native apps, REST Web services and Google cloud. My learnings continue into Gen AI, Agentic AI systems. ","Here's a comprehensive summary of Aravindhan M’s profile:
+
+**Aravindhan M is a Cloud enthusiast and experienced Java backend developer with 10 years in IT, currently serving as the Community Lead for the Google Developer Group Cloud Madurai.**  His role focuses on fostering a cloud ecosystem through collaboration between developers, startups, and tech leaders. He has specific expertise in:
+
+*   **Cloud Native Applications:** Building applications designed to leverage the benefits of cloud environments.
+*   **REST Web Services:** Designing and implementing web services using RESTful principles.
+*   **Google Cloud Platform (GCP):**  He's proficient with Google’s cloud offerings.
+*   **Emerging AI Technologies:** Actively learning about and exploring Generative AI (Gen AI) and Agentic AI systems.
+
+Essentially, he’s a seasoned IT professional transitioning into the world of generative AI while maintaining a strong foundation in core cloud technologies and community building."
+"Aravindhan M
+Lloyds Banking Group
+
+I am the Community lead of Google developer group Cloud Madurai as building a cloud ecosystem with the help of developers, start-ups, and tech leaders. Also I am a cloud / AI enthusiast and java back-end developer with 10 years of Information Technology experience. Areas of expertise includes Cloud native apps, REST Web services and Google cloud. My learnings continue into Gen AI, Agentic AI systems. ","What is Aravindhan M’s role within the Google developer group Cloud Madurai?
+Based on the provided text, Aravindhan M’s role within the Google developer group Cloud Madurai is as the **Community Lead**. He is responsible for building a cloud ecosystem by collaborating with developers, startups, and tech leaders in the region."
+"Aravindhan M
+Lloyds Banking Group
+
+I am the Community lead of Google developer group Cloud Madurai as building a cloud ecosystem with the help of developers, start-ups, and tech leaders. Also I am a cloud / AI enthusiast and java back-end developer with 10 years of Information Technology experience. Areas of expertise includes Cloud native apps, REST Web services and Google cloud. My learnings continue into Gen AI, Agentic AI systems. ","How many years of Information Technology experience does Aravindhan M possess?
+-Based on the text provided, Aravindhan M possesses **10 years** of Information Technology experience."
+"Aravindhan M
+Lloyds Banking Group
+
+I am the Community lead of Google developer group Cloud Madurai as building a cloud ecosystem with the help of developers, start-ups, and tech leaders. Also I am a cloud / AI enthusiast and java back-end developer with 10 years of Information Technology experience. Areas of expertise includes Cloud native apps, REST Web services and Google cloud. My learnings continue into Gen AI, Agentic AI systems. ","What specific technologies does Aravindhan M have expertise in relating to cloud computing?
+Based on the provided text, Aravindhan M has expertise in the following technologies related to cloud computing:
+
+*   **Google Cloud:** He explicitly states he has experience with Google Cloud.
+*   **Cloud Native Apps:** He possesses knowledge and experience building applications designed for cloud environments.
+*   **REST Web Services:** He is proficient in developing RESTful web services, a common architectural style for cloud-based applications.
+*   **Java Back-End Development:** His background as a Java back-end developer directly relates to the infrastructure and development of cloud solutions.
+*   **Gen AI & Agentic AI Systems**: He’s currently learning about these emerging areas within Artificial Intelligence, suggesting he's expanding his cloud-related skillset to incorporate AI capabilities."
+"Aravindhan M
+Lloyds Banking Group
+
+I am the Community lead of Google developer group Cloud Madurai as building a cloud ecosystem with the help of developers, start-ups, and tech leaders. Also I am a cloud / AI enthusiast and java back-end developer with 10 years of Information Technology experience. Areas of expertise includes Cloud native apps, REST Web services and Google cloud. My learnings continue into Gen AI, Agentic AI systems. ","What are some of the areas of learning that Aravindhan M is currently exploring?
+Based on the provided text, Aravindhan M is currently exploring:
+
+*   **Gen AI:** He explicitly states he's ""learnings continue into Gen AI.""
+*   **Agentic AI systems:**  He also notes this as an area of his ongoing learning."
+"Aravindhan M
+Lloyds Banking Group
+
+I am the Community lead of Google developer group Cloud Madurai as building a cloud ecosystem with the help of developers, start-ups, and tech leaders. Also I am a cloud / AI enthusiast and java back-end developer with 10 years of Information Technology experience. Areas of expertise includes Cloud native apps, REST Web services and Google cloud. My learnings continue into Gen AI, Agentic AI systems. ","What type of applications does Aravindhan M specialize in developing?
+Based on the provided text, Aravindhan M specializes in developing **cloud native applications**, particularly those leveraging **REST Web services** and utilizing **Google Cloud**. He’s also increasingly interested in and exploring **Gen AI and Agentic AI systems.** 
+
+The text highlights his experience building a cloud ecosystem with developers and startups, indicating a focus on practical application development within the cloud environment."
+"Harish Kotra
+Gaia
+
+Currently Developer Relations Lead at Gaia 🌱 (https://gaianet.ai). I focus on onboarding developers, enterprises create, launch and scale their own AI Agents and AI inference.
+
+I was a Community Lead for AngelHack, a global company dedicated to Developer Relations and building diverse communities of change makers and innovators worldwide for over 11 years. I have also hosted and ran over 200 hackathons for developers and students across India, Maldives, Sri Lanka, Bangladesh, UAE, USA, and more countries for many fortune 500 companies and web3 protocols.","Here's a comprehensive summary of Harish Kotra’s profile:
+
+**Harish Kotra is a Developer Relations Lead at Gaia (https://gaianet.ai), specializing in helping developers build, launch, and scale their own AI Agents and AI inference solutions.** He focuses on developer onboarding and supporting enterprises utilizing Gaia's platform. 
+
+**Prior to his role at Gaia, he spent over 11 years as a Community Lead for AngelHack**, a global company dedicated to fostering diverse communities of innovators.  During this time, he successfully hosted and ran **over 200 hackathons globally across numerous countries (including India, Maldives, Sri Lanka, Bangladesh, UAE, and the USA)**, partnering with Fortune 500 companies and Web3 protocols.
+
+**In essence, Harish has extensive experience in developer engagement, community building, and driving innovation through hands-on experiences like hackathons.**
+
+
+Do you want me to elaborate on any specific aspect of his background?"
+"Harish Kotra
+Gaia
+
+Currently Developer Relations Lead at Gaia 🌱 (https://gaianet.ai). I focus on onboarding developers, enterprises create, launch and scale their own AI Agents and AI inference.
+
+I was a Community Lead for AngelHack, a global company dedicated to Developer Relations and building diverse communities of change makers and innovators worldwide for over 11 years. I have also hosted and ran over 200 hackathons for developers and students across India, Maldives, Sri Lanka, Bangladesh, UAE, USA, and more countries for many fortune 500 companies and web3 protocols.","How long has Harish Kotra been the Developer Relations Lead at Gaia?
+The text states that Harish Kotra is *currently* the Developer Relations Lead at Gaia. It doesn’t specify exactly how long he has been in this role, only that he presently holds it."
+"Harish Kotra
+Gaia
+
+Currently Developer Relations Lead at Gaia 🌱 (https://gaianet.ai). I focus on onboarding developers, enterprises create, launch and scale their own AI Agents and AI inference.
+
+I was a Community Lead for AngelHack, a global company dedicated to Developer Relations and building diverse communities of change makers and innovators worldwide for over 11 years. I have also hosted and ran over 200 hackathons for developers and students across India, Maldives, Sri Lanka, Bangladesh, UAE, USA, and more countries for many fortune 500 companies and web3 protocols.","What was Harish Kotra's primary role for over 11 years?
+According to the text, Harish Kotra’s primary role for over 11 years was Community Lead for AngelHack."
+"Harish Kotra
+Gaia
+
+Currently Developer Relations Lead at Gaia 🌱 (https://gaianet.ai). I focus on onboarding developers, enterprises create, launch and scale their own AI Agents and AI inference.
+
+I was a Community Lead for AngelHack, a global company dedicated to Developer Relations and building diverse communities of change makers and innovators worldwide for over 11 years. I have also hosted and ran over 200 hackathons for developers and students across India, Maldives, Sri Lanka, Bangladesh, UAE, USA, and more countries for many fortune 500 companies and web3 protocols.","For which company did Harish Kotra work as a Community Lead?
+Harish Kotra worked as a Community Lead for AngelHack."
+"Harish Kotra
+Gaia
+
+Currently Developer Relations Lead at Gaia 🌱 (https://gaianet.ai). I focus on onboarding developers, enterprises create, launch and scale their own AI Agents and AI inference.
+
+I was a Community Lead for AngelHack, a global company dedicated to Developer Relations and building diverse communities of change makers and innovators worldwide for over 11 years. I have also hosted and ran over 200 hackathons for developers and students across India, Maldives, Sri Lanka, Bangladesh, UAE, USA, and more countries for many fortune 500 companies and web3 protocols.","Across what geographical region did Harish Kotra host and run hackathons?
+Based on the provided text, Harish Kotra hosted and ran hackathons across the following geographical regions:
+
+*   India
+*   Maldives
+*   Sri Lanka
+*   Bangladesh
+*   UAE
+*   USA"
+"Harish Kotra
+Gaia
+
+Currently Developer Relations Lead at Gaia 🌱 (https://gaianet.ai). I focus on onboarding developers, enterprises create, launch and scale their own AI Agents and AI inference.
+
+I was a Community Lead for AngelHack, a global company dedicated to Developer Relations and building diverse communities of change makers and innovators worldwide for over 11 years. I have also hosted and ran over 200 hackathons for developers and students across India, Maldives, Sri Lanka, Bangladesh, UAE, USA, and more countries for many fortune 500 companies and web3 protocols.","How many countries hosted hackathons in, according to the text?
+According to the text, hackathons were hosted in **nine** countries: India, Maldives, Sri Lanka, Bangladesh, UAE, and USA."
+"Madhu Vadlamani
+Miracle software systems
+
+The Sr AI and cloud expertise with 16yrs experience - Speaker Mentor and trainer ","Okay, here's a comprehensive summary of Madhu Vadlamani's message:
+
+**Madhu Vadlamani is an experienced AI and Cloud professional with 16 years of experience. He identifies himself as a Speaker, Mentor, and Trainer.**
+
+Essentially, he’s presenting himself as a knowledgeable leader in the fields of Artificial Intelligence (AI) and Cloud computing, offering expertise to others through speaking engagements, mentorship, and training programs.
+
+---
+
+Do you want me to elaborate on any specific aspect of this summary or extract more details if you provide further context?"
+"Madhu Vadlamani
+Miracle software systems
+
+The Sr AI and cloud expertise with 16yrs experience - Speaker Mentor and trainer ","What is Madhu Vadlamani's area of expertise?
+Based on the provided text, Madhu Vadlamani’s area of expertise is **Sr AI and cloud systems**. He has 16 years of experience in this field."
+"Madhu Vadlamani
+Miracle software systems
+
+The Sr AI and cloud expertise with 16yrs experience - Speaker Mentor and trainer ","How many years of experience does Madhu Vadlamani have in AI and cloud systems?
+Based on the provided text, Madhu Vadlamani has 16 years of experience in AI and cloud systems."
+"Madhu Vadlamani
+Miracle software systems
+
+The Sr AI and cloud expertise with 16yrs experience - Speaker Mentor and trainer ","What roles has Madhu Vadlamani taken on professionally?
+Based solely on the provided text, Madhu Vadlamani has taken on the following professional roles:
+
+*   **Sr AI and cloud expertise:** This indicates a senior level position focused on Artificial Intelligence and Cloud technologies.
+*   **Speaker Mentor and trainer:**  This signifies roles involving sharing knowledge and guiding others through speaking engagements and training programs.
+
+The text doesn't provide details about specific job titles or companies she has worked for beyond ""Miracle software systems."""
+"Madhu Vadlamani
+Miracle software systems
+
+The Sr AI and cloud expertise with 16yrs experience - Speaker Mentor and trainer ","What titles has Madhu Vadlamani held within their career?
+Based solely on the provided text, Madhu Vadlamani’s career titles are not explicitly listed. The text only states that they have “Sr AI and cloud expertise” with 16 years of experience and identifies them as a speaker, mentor, and trainer."
+"Madhu Vadlamani
+Miracle software systems
+
+The Sr AI and cloud expertise with 16yrs experience - Speaker Mentor and trainer ","What kind of activities does Madhu Vadlamani engage in outside of professional work?
+Based on the provided text, Madhu Vadlamani engages in **Speaker Mentor and trainer** activities outside of her professional work at Miracle Software Systems."
+"Kiran Bandhakavi
+Product Tree
+
+Kiran Bandhakavi is a technology leader with over 20 years of experience at the intersection of Artificial Intelligence, Knowledge Management, and scalable workforce enablement. He has designed global knowledge strategies and trained more than 12,000 professionals across four countries in AI/ML systems, achieving $18M+ in business impact through automation and responsible AI practices.
+
+At Navy Federal Credit Union, Kiran led the deployment of an enterprise AI learning platform, launching 150+ courses in just 90 days. His approach—grounded in gamified learning and data integrity—resulted in a 93% reduction in onboarding time and a 15% improvement in dataset quality metrics post-training. At Fannie Mae, he pioneered a “Responsible AI” governance framework adopted enterprise-wide, enabling fairer ML models and regulatory alignment, including the prevention of 3,000+ housing evictions.
+
+Kiran’s work blends technical depth with people-centered design. He has implemented AI automation using IBM Watsonx, migrated ML infrastructure to AWS with 99.99% uptime, and led distributed teams across India, the U.S., and Europe. His initiatives have consistently advanced ethical, high-quality data labeling and AGI-aligned training frameworks.
+
+Kiran holds a Master’s degree in Electrical Engineering from Wichita State University and is certified in AWS Machine Learning Specialty.","Here's a comprehensive summary of the text about Kiran Bandhakavi:
+
+**Kiran Bandhakavi is a highly experienced technology leader (20+ years) specializing in Artificial Intelligence, Knowledge Management, and workforce enablement. He’s known for successfully implementing AI solutions that deliver significant business impact.**
+
+**Key Highlights:**
+
+* **Proven Results:** He's achieved $18M+ in business impact through automation and responsible AI practices, training over 12,000 professionals globally.
+* **Rapid Deployment & Impact at Navy Federal:**  He spearheaded the launch of an enterprise AI learning platform with 150+ courses within just 90 days, dramatically reducing onboarding time by 93% and improving dataset quality by 15%.
+* **Responsible AI Leadership at Fannie Mae:** He pioneered a ""Responsible AI"" governance framework adopted company-wide, preventing approximately 3,000 housing evictions through fairer ML models and regulatory compliance.
+* **Technical Expertise & Infrastructure:** Kiran has experience with technologies like IBM Watsonx and AWS, achieving high infrastructure uptime (99.99%) during migrations.  He’s also led distributed teams internationally.
+* **Focus on Ethics & Quality:** He emphasizes ethical data labeling and AGI-aligned training frameworks.
+* **Education & Certifications:** Holds a Master's in Electrical Engineering from Wichita State University and is AWS Machine Learning Specialty certified.
+
+**In essence, Kiran Bandhakavi is a strategic technology leader focused on leveraging AI to improve business outcomes while prioritizing ethical considerations and data quality.** 
+
+---
+
+Would you like me to focus on any particular aspect of his experience or create a summary tailored for a specific purpose (e.g., a resume bullet point)?"
+"Kiran Bandhakavi
+Product Tree
+
+Kiran Bandhakavi is a technology leader with over 20 years of experience at the intersection of Artificial Intelligence, Knowledge Management, and scalable workforce enablement. He has designed global knowledge strategies and trained more than 12,000 professionals across four countries in AI/ML systems, achieving $18M+ in business impact through automation and responsible AI practices.
+
+At Navy Federal Credit Union, Kiran led the deployment of an enterprise AI learning platform, launching 150+ courses in just 90 days. His approach—grounded in gamified learning and data integrity—resulted in a 93% reduction in onboarding time and a 15% improvement in dataset quality metrics post-training. At Fannie Mae, he pioneered a “Responsible AI” governance framework adopted enterprise-wide, enabling fairer ML models and regulatory alignment, including the prevention of 3,000+ housing evictions.
+
+Kiran’s work blends technical depth with people-centered design. He has implemented AI automation using IBM Watsonx, migrated ML infrastructure to AWS with 99.99% uptime, and led distributed teams across India, the U.S., and Europe. His initiatives have consistently advanced ethical, high-quality data labeling and AGI-aligned training frameworks.
+
+Kiran holds a Master’s degree in Electrical Engineering from Wichita State University and is certified in AWS Machine Learning Specialty.","How many countries did Kiran Bandhakavi train professionals in AI/ML systems?
+Based on the provided text, Kiran Bandhakavi trained professionals in AI/ML systems across **four** countries."
+"Kiran Bandhakavi
+Product Tree
+
+Kiran Bandhakavi is a technology leader with over 20 years of experience at the intersection of Artificial Intelligence, Knowledge Management, and scalable workforce enablement. He has designed global knowledge strategies and trained more than 12,000 professionals across four countries in AI/ML systems, achieving $18M+ in business impact through automation and responsible AI practices.
+
+At Navy Federal Credit Union, Kiran led the deployment of an enterprise AI learning platform, launching 150+ courses in just 90 days. His approach—grounded in gamified learning and data integrity—resulted in a 93% reduction in onboarding time and a 15% improvement in dataset quality metrics post-training. At Fannie Mae, he pioneered a “Responsible AI” governance framework adopted enterprise-wide, enabling fairer ML models and regulatory alignment, including the prevention of 3,000+ housing evictions.
+
+Kiran’s work blends technical depth with people-centered design. He has implemented AI automation using IBM Watsonx, migrated ML infrastructure to AWS with 99.99% uptime, and led distributed teams across India, the U.S., and Europe. His initiatives have consistently advanced ethical, high-quality data labeling and AGI-aligned training frameworks.
+
+Kiran holds a Master’s degree in Electrical Engineering from Wichita State University and is certified in AWS Machine Learning Specialty.","What was the total business impact achieved through automation and responsible AI practices attributed to Kiran’s work?
+According to the text, Kiran’s work achieved $18M+ in business impact through automation and responsible AI practices."
+"Kiran Bandhakavi
+Product Tree
+
+Kiran Bandhakavi is a technology leader with over 20 years of experience at the intersection of Artificial Intelligence, Knowledge Management, and scalable workforce enablement. He has designed global knowledge strategies and trained more than 12,000 professionals across four countries in AI/ML systems, achieving $18M+ in business impact through automation and responsible AI practices.
+
+At Navy Federal Credit Union, Kiran led the deployment of an enterprise AI learning platform, launching 150+ courses in just 90 days. His approach—grounded in gamified learning and data integrity—resulted in a 93% reduction in onboarding time and a 15% improvement in dataset quality metrics post-training. At Fannie Mae, he pioneered a “Responsible AI” governance framework adopted enterprise-wide, enabling fairer ML models and regulatory alignment, including the prevention of 3,000+ housing evictions.
+
+Kiran’s work blends technical depth with people-centered design. He has implemented AI automation using IBM Watsonx, migrated ML infrastructure to AWS with 99.99% uptime, and led distributed teams across India, the U.S., and Europe. His initiatives have consistently advanced ethical, high-quality data labeling and AGI-aligned training frameworks.
+
+Kiran holds a Master’s degree in Electrical Engineering from Wichita State University and is certified in AWS Machine Learning Specialty.","How quickly did Kiran deploy an enterprise AI learning platform at Navy Federal Credit Union?
+According to the text, Kiran deployed an enterprise AI learning platform at Navy Federal Credit Union in **90 days**."
+"Kiran Bandhakavi
+Product Tree
+
+Kiran Bandhakavi is a technology leader with over 20 years of experience at the intersection of Artificial Intelligence, Knowledge Management, and scalable workforce enablement. He has designed global knowledge strategies and trained more than 12,000 professionals across four countries in AI/ML systems, achieving $18M+ in business impact through automation and responsible AI practices.
+
+At Navy Federal Credit Union, Kiran led the deployment of an enterprise AI learning platform, launching 150+ courses in just 90 days. His approach—grounded in gamified learning and data integrity—resulted in a 93% reduction in onboarding time and a 15% improvement in dataset quality metrics post-training. At Fannie Mae, he pioneered a “Responsible AI” governance framework adopted enterprise-wide, enabling fairer ML models and regulatory alignment, including the prevention of 3,000+ housing evictions.
+
+Kiran’s work blends technical depth with people-centered design. He has implemented AI automation using IBM Watsonx, migrated ML infrastructure to AWS with 99.99% uptime, and led distributed teams across India, the U.S., and Europe. His initiatives have consistently advanced ethical, high-quality data labeling and AGI-aligned training frameworks.
+
+Kiran holds a Master’s degree in Electrical Engineering from Wichita State University and is certified in AWS Machine Learning Specialty.","What percentage reduction in onboarding time was realized at Navy Federal Credit Union following Kiran's approach?
+According to the text, Kiran's approach at Navy Federal Credit Union resulted in a **93% reduction** in onboarding time."
+"Kiran Bandhakavi
+Product Tree
+
+Kiran Bandhakavi is a technology leader with over 20 years of experience at the intersection of Artificial Intelligence, Knowledge Management, and scalable workforce enablement. He has designed global knowledge strategies and trained more than 12,000 professionals across four countries in AI/ML systems, achieving $18M+ in business impact through automation and responsible AI practices.
+
+At Navy Federal Credit Union, Kiran led the deployment of an enterprise AI learning platform, launching 150+ courses in just 90 days. His approach—grounded in gamified learning and data integrity—resulted in a 93% reduction in onboarding time and a 15% improvement in dataset quality metrics post-training. At Fannie Mae, he pioneered a “Responsible AI” governance framework adopted enterprise-wide, enabling fairer ML models and regulatory alignment, including the prevention of 3,000+ housing evictions.
+
+Kiran’s work blends technical depth with people-centered design. He has implemented AI automation using IBM Watsonx, migrated ML infrastructure to AWS with 99.99% uptime, and led distributed teams across India, the U.S., and Europe. His initiatives have consistently advanced ethical, high-quality data labeling and AGI-aligned training frameworks.
+
+Kiran holds a Master’s degree in Electrical Engineering from Wichita State University and is certified in AWS Machine Learning Specialty.","What number of housing evictions were prevented due to Kiran's ""Responsible AI"" governance framework at Fannie Mae?
+According to the text, Kiran’s “Responsible AI” governance framework at Fannie Mae prevented **3,000+** housing evictions."
+"Rishiraj Acharya
+IntelliTek
+
+Rishiraj is a triple Google Developer Expert (AI, Cloud & Kaggle). He is a Machine Learning Engineer at Intellitek, worked at Tensorlake, Dynopii & Celebal in the past and is a Hugging Face 🤗 Fellow. He is the organizer of TensorFlow User Group Kolkata and has been a Google Summer of Code contributor at TensorFlow. He is a Kaggle Competitions Master and has been a KaggleX BIPOC Grant Mentor. Rishiraj specializes in the domain of Natural Language Processing and Speech Technologies and works with AI for Medicine. ","Here’s a comprehensive summary of the text about Rishiraj Acharya:
+
+Rishiraj Acharya is a highly experienced and recognized professional in the field of Artificial Intelligence, specifically with expertise in Natural Language Processing (NLP) and Speech Technologies. Here's a breakdown of his key credentials:
+
+* **Technical Expertise:** He’s a Machine Learning Engineer currently at IntelliTek, building AI solutions for the medical domain. Previously, he gained experience at Tensorlake, Dynopii & Ceebal.
+* **Google Recognition:** He holds three Google Developer Expert certifications – in AI, Cloud, and Kaggle, highlighting his deep understanding of Google’s technologies.
+* **Hugging Face Fellow:**  He's a recognized contributor to the Hugging Face community.
+* **Community Involvement:** He actively contributes to the technical community through organizing the TensorFlow User Group Kolkata and serving as a Google Summer of Code contributor.
+* **Competition Success:**  He is a Kaggle Competitions Master, demonstrating exceptional skill in data science competitions. 
+* **Mentorship & Support:** He’s also committed to fostering diversity within the field, having served as a BIPOC Grant Mentor through KaggleX.
+
+**In essence, Rishiraj Acharya is a skilled and dedicated Machine Learning Engineer with significant experience and recognition within Google's ecosystem and the broader AI community, particularly focused on NLP and its applications in healthcare.** 
+
+---
+
+Would you like me to elaborate on any specific aspect of this summary?"
+"Rishiraj Acharya
+IntelliTek
+
+Rishiraj is a triple Google Developer Expert (AI, Cloud & Kaggle). He is a Machine Learning Engineer at Intellitek, worked at Tensorlake, Dynopii & Celebal in the past and is a Hugging Face 🤗 Fellow. He is the organizer of TensorFlow User Group Kolkata and has been a Google Summer of Code contributor at TensorFlow. He is a Kaggle Competitions Master and has been a KaggleX BIPOC Grant Mentor. Rishiraj specializes in the domain of Natural Language Processing and Speech Technologies and works with AI for Medicine. ","What is Rishiraj Acharya’s current role?
+Based on the provided text, Rishiraj Acharya’s current role is a **Machine Learning Engineer at Intellitek**."
+"Rishiraj Acharya
+IntelliTek
+
+Rishiraj is a triple Google Developer Expert (AI, Cloud & Kaggle). He is a Machine Learning Engineer at Intellitek, worked at Tensorlake, Dynopii & Celebal in the past and is a Hugging Face 🤗 Fellow. He is the organizer of TensorFlow User Group Kolkata and has been a Google Summer of Code contributor at TensorFlow. He is a Kaggle Competitions Master and has been a KaggleX BIPOC Grant Mentor. Rishiraj specializes in the domain of Natural Language Processing and Speech Technologies and works with AI for Medicine. ","How many Google Developer Expert badges does Rishiraj hold?
+-based on the text provided, Rishiraj holds three Google Developer Expert badges."
+"Rishiraj Acharya
+IntelliTek
+
+Rishiraj is a triple Google Developer Expert (AI, Cloud & Kaggle). He is a Machine Learning Engineer at Intellitek, worked at Tensorlake, Dynopii & Celebal in the past and is a Hugging Face 🤗 Fellow. He is the organizer of TensorFlow User Group Kolkata and has been a Google Summer of Code contributor at TensorFlow. He is a Kaggle Competitions Master and has been a KaggleX BIPOC Grant Mentor. Rishiraj specializes in the domain of Natural Language Processing and Speech Technologies and works with AI for Medicine. ","Which companies has Rishiraj previously worked at?
+Based on the text provided, Rishiraj has previously worked at:
+
+*   Tensorlake
+*   Dynopii
+*   Cebal"
+"Rishiraj Acharya
+IntelliTek
+
+Rishiraj is a triple Google Developer Expert (AI, Cloud & Kaggle). He is a Machine Learning Engineer at Intellitek, worked at Tensorlake, Dynopii & Celebal in the past and is a Hugging Face 🤗 Fellow. He is the organizer of TensorFlow User Group Kolkata and has been a Google Summer of Code contributor at TensorFlow. He is a Kaggle Competitions Master and has been a KaggleX BIPOC Grant Mentor. Rishiraj specializes in the domain of Natural Language Processing and Speech Technologies and works with AI for Medicine. ","What is Rishiraj’s affiliation with Hugging Face?
+Based on the provided text, Rishiraj Acharya is a **Hugging Face 🤗 Fellow**."
+"Rishiraj Acharya
+IntelliTek
+
+Rishiraj is a triple Google Developer Expert (AI, Cloud & Kaggle). He is a Machine Learning Engineer at Intellitek, worked at Tensorlake, Dynopii & Celebal in the past and is a Hugging Face 🤗 Fellow. He is the organizer of TensorFlow User Group Kolkata and has been a Google Summer of Code contributor at TensorFlow. He is a Kaggle Competitions Master and has been a KaggleX BIPOC Grant Mentor. Rishiraj specializes in the domain of Natural Language Processing and Speech Technologies and works with AI for Medicine. ","What are some of Rishiraj's notable achievements and recognitions?
+Okay, based solely on the provided text, here’s a breakdown of Rishiraj Acharya's notable achievements and recognitions:
+
+*   **Google Developer Expert (GDE) - Three Times:** He holds the prestigious GDE status in AI, Cloud, and Kaggle – demonstrating deep expertise and recognition within those communities.
+*   **Machine Learning Engineer at IntelliTek:** This indicates a professional role leveraging his skills.
+*   **Previous Experience:** He’s held roles at several notable companies: Tensorlake, Dynopii & Celebal, highlighting experience in the field.
+*   **Hugging Face Fellow:** Selected as a Hugging Face Fellow signifies recognition for contributions and expertise within the Hugging Face ecosystem – particularly relevant given his specialization in NLP.
+*   **TensorFlow User Group Kolkata Organizer:** This showcases leadership and community involvement within the TensorFlow space.
+*   **Google Summer of Code Contributor (TensorFlow):** Participation as a contributor to Google Summer of Code demonstrates commitment to open-source development and TensorFlow projects.
+*   **Kaggle Competitions Master:** Achieving “Master” status in Kaggle competitions is a significant accomplishment, signifying top-tier skills in data science and machine learning.
+*   **KaggleX BIPOC Grant Mentor:** Serving as a mentor for the KaggleX BIPOC Grant demonstrates a commitment to diversity and inclusion within the field of data science.
+
+In essence, Rishiraj’s resume reflects a combination of technical expertise (NLP, Speech Technologies), professional experience across multiple companies, community leadership, and recognition from major tech platforms like Google and Hugging Face."
+"Rajeev Jaggavarapu
+Material
+
+Currently working as a senior platform architect, mostly working on edge computing with Kubernetes. ","Rajeev Jaggavarapu is a Senior Platform Architect currently focused on edge computing and Kubernetes. 
+
+
+That’s it – a concise summary of his professional background based solely on the provided text."
+"Rajeev Jaggavarapu
+Material
+
+Currently working as a senior platform architect, mostly working on edge computing with Kubernetes. ","What is Rajeev Jaggavarapu’s current job title?
+Based on the provided text, Rajeev Jaggavarapu’s current job title is **senior platform architect**."
+"Rajeev Jaggavarapu
+Material
+
+Currently working as a senior platform architect, mostly working on edge computing with Kubernetes. ","What area of technology does Rajeev primarily focus on?
+Based on the provided text, Rajeev Jaggavarapu primarily focuses on **edge computing with Kubernetes**."
+"Rajeev Jaggavarapu
+Material
+
+Currently working as a senior platform architect, mostly working on edge computing with Kubernetes. ","What type of computing environment does he specialize in?
+Based on the provided context, Rajeev Jaggavarapu specializes in **edge computing environments using Kubernetes**."
+"Rajeev Jaggavarapu
+Material
+
+Currently working as a senior platform architect, mostly working on edge computing with Kubernetes. ","Which platform technologies are included in his work? 
+Based on the provided text, Rajeev Jaggavarapu’s work primarily involves **Kubernetes** and is focused on **edge computing**. Therefore, the platform technologies included in his work are Kubernetes and related technologies supporting edge computing deployments."
+"Rajeev Jaggavarapu
+Material
+
+Currently working as a senior platform architect, mostly working on edge computing with Kubernetes. ","Does his work involve working with container orchestration?
+Based on the provided text, Rajeev Jaggavarapu’s work *does* involve working with container orchestration. He is a “senior platform architect” primarily focused on “edge computing with Kubernetes,” and Kubernetes is a container orchestration system."
+"Sanket Bisne
+Lloyds Banking Group
+
+Hi everyone, Sanket Bisne here ! from Hyderabad👋
+
+•⁠ ⁠I’m a Google Developer Expert (GDE) and currently work as a Senior DevOps Engineer at Lloyds Banking Group
+•⁠ ⁠Previously, I worked as a Cloud Engineer at Searce, a GCP Premium Partner
+•⁠ ⁠I’m a Google Cloud Champion Innovator in Modern Architecture, with CKA,3x GCP certifications and 1x Azure certification delivery processes
+•⁠ ⁠I love integrating various Google Cloud services like networking, compute, storage, containers, and especially GKE and learning AI.
+•⁠ ⁠Deep diving into DevOps tooling and cloud architectures is my jam! 🛠️
+•⁠ ⁠Outside work, I contribute to the community by creating technical content, writing Medium blogs, and speaking at conferences and exploring nature 😇
+Here is my linkedin if you have not connected yet.
+🔗 LinkedIn: https://in.linkedin.com/in/sanketbisne👋","Here's a comprehensive summary of Sanket Bisne’s introduction:
+
+Sanket Bisne is a Senior DevOps Engineer at Lloyds Banking Group based in Hyderabad. He holds several impressive credentials, including being a Google Developer Expert (GDE), a Google Cloud Champion Innovator focused on Modern Architecture, and possesses certifications like CKA (Cloud Certified Architect), three GCP certifications, and one Azure certification. 
+
+His professional experience includes roles as a Cloud Engineer at Searce (a GCP Premium Partner) where he likely gained significant GCP expertise. He’s particularly passionate about integrating Google Cloud services – specifically networking, compute, storage, containers, and GKE – with a strong interest in Artificial Intelligence.  He enjoys delving into DevOps tooling and cloud architecture. 
+
+Beyond his work, Sanket actively contributes to the community through creating technical content (like Medium blogs) and speaking at conferences while also enjoying outdoor activities like exploring nature. You can connect with him on LinkedIn: [https://in.linkedin.com/in/sanketbisne](https://in.linkedin.com/in/sanketbisne).
+
+---
+
+Would you like me to extract any specific information from this text, such as his key skills or certifications?"
+"Sanket Bisne
+Lloyds Banking Group
+
+Hi everyone, Sanket Bisne here ! from Hyderabad👋
+
+•⁠ ⁠I’m a Google Developer Expert (GDE) and currently work as a Senior DevOps Engineer at Lloyds Banking Group
+•⁠ ⁠Previously, I worked as a Cloud Engineer at Searce, a GCP Premium Partner
+•⁠ ⁠I’m a Google Cloud Champion Innovator in Modern Architecture, with CKA,3x GCP certifications and 1x Azure certification delivery processes
+•⁠ ⁠I love integrating various Google Cloud services like networking, compute, storage, containers, and especially GKE and learning AI.
+•⁠ ⁠Deep diving into DevOps tooling and cloud architectures is my jam! 🛠️
+•⁠ ⁠Outside work, I contribute to the community by creating technical content, writing Medium blogs, and speaking at conferences and exploring nature 😇
+Here is my linkedin if you have not connected yet.
+🔗 LinkedIn: https://in.linkedin.com/in/sanketbisne👋","What is your current job title?
+Sanket Bisne’s current job title is Senior DevOps Engineer at Lloyds Banking Group."
+"Sanket Bisne
+Lloyds Banking Group
+
+Hi everyone, Sanket Bisne here ! from Hyderabad👋
+
+•⁠ ⁠I’m a Google Developer Expert (GDE) and currently work as a Senior DevOps Engineer at Lloyds Banking Group
+•⁠ ⁠Previously, I worked as a Cloud Engineer at Searce, a GCP Premium Partner
+•⁠ ⁠I’m a Google Cloud Champion Innovator in Modern Architecture, with CKA,3x GCP certifications and 1x Azure certification delivery processes
+•⁠ ⁠I love integrating various Google Cloud services like networking, compute, storage, containers, and especially GKE and learning AI.
+•⁠ ⁠Deep diving into DevOps tooling and cloud architectures is my jam! 🛠️
+•⁠ ⁠Outside work, I contribute to the community by creating technical content, writing Medium blogs, and speaking at conferences and exploring nature 😇
+Here is my linkedin if you have not connected yet.
+🔗 LinkedIn: https://in.linkedin.com/in/sanketbisne👋","Are you a Google Developer Expert (GDE)?
+According to the provided text, Sanket Bisne **is** a Google Developer Expert (GDE). The text explicitly states: “I’m a Google Developer Expert (GDE)…”"
+"Sanket Bisne
+Lloyds Banking Group
+
+Hi everyone, Sanket Bisne here ! from Hyderabad���
+
+•⁠ ⁠I’m a Google Developer Expert (GDE) and currently work as a Senior DevOps Engineer at Lloyds Banking Group
+•⁠ ⁠Previously, I worked as a Cloud Engineer at Searce, a GCP Premium Partner
+•⁠ ⁠I’m a Google Cloud Champion Innovator in Modern Architecture, with CKA,3x GCP certifications and 1x Azure certification delivery processes
+•⁠ ⁠I love integrating various Google Cloud services like networking, compute, storage, containers, and especially GKE and learning AI.
+•⁠ ⁠Deep diving into DevOps tooling and cloud architectures is my jam! 🛠️
+•⁠ ⁠Outside work, I contribute to the community by creating technical content, writing Medium blogs, and speaking at conferences and exploring nature 😇
+Here is my linkedin if you have not connected yet.
+🔗 LinkedIn: https://in.linkedin.com/in/sanketbisne👋","Which cloud provider do you have an Azure certification for?
+Based on the provided text, Sanket Bisne has a **1x Azure certification**."
+"Sanket Bisne
+Lloyds Banking Group
+
+Hi everyone, Sanket Bisne here ! from Hyderabad👋
+
+•⁠ ⁠I’m a Google Developer Expert (GDE) and currently work as a Senior DevOps Engineer at Lloyds Banking Group
+•⁠ ⁠Previously, I worked as a Cloud Engineer at Searce, a GCP Premium Partner
+•⁠ ⁠I’m a Google Cloud Champion Innovator in Modern Architecture, with CKA,3x GCP certifications and 1x Azure certification delivery processes
+•⁠ ⁠I love integrating various Google Cloud services like networking, compute, storage, containers, and especially GKE and learning AI.
+•⁠ ⁠Deep diving into DevOps tooling and cloud architectures is my jam! 🛠️
+•⁠ ⁠Outside work, I contribute to the community by creating technical content, writing Medium blogs, and speaking at conferences and exploring nature 😇
+Here is my linkedin if you have not connected yet.
+🔗 LinkedIn: https://in.linkedin.com/in/sanketbisne👋","At which company did you previously work as a Cloud Engineer?
+Sanket Bisne previously worked as a Cloud Engineer at **Searce**."
+"Sanket Bisne
+Lloyds Banking Group
+
+Hi everyone, Sanket Bisne here ! from Hyderabad👋
+
+•⁠ ⁠I’m a Google Developer Expert (GDE) and currently work as a Senior DevOps Engineer at Lloyds Banking Group
+•⁠ ⁠Previously, I worked as a Cloud Engineer at Searce, a GCP Premium Partner
+•⁠ ⁠I’m a Google Cloud Champion Innovator in Modern Architecture, with CKA,3x GCP certifications and 1x Azure certification delivery processes
+•⁠ ⁠I love integrating various Google Cloud services like networking, compute, storage, containers, and especially GKE and learning AI.
+•⁠ ⁠Deep diving into DevOps tooling and cloud architectures is my jam! 🛠️
+•⁠ ⁠Outside work, I contribute to the community by creating technical content, writing Medium blogs, and speaking at conferences and exploring nature 😇
+Here is my linkedin if you have not connected yet.
+🔗 LinkedIn: https://in.linkedin.com/in/sanketbisne👋","Do you enjoy creating technical content and speaking at conferences?
+Based on the provided text, Sanket Bisne **does** enjoy creating technical content and speaking at conferences. The text explicitly states: “Outside work, I contribute to the community by creating technical content, writing Medium blogs, and speaking at conferences.”"
+"Kalyan Prasad
+
+Kalyan is a Data and AI scientist with a background as a former data science and analytics manager, effectively balancing both academia and industry. He has presented talks at various PyCon's, Data Science and AI conferences, showcasing his expertise. As a community leader, Kalyan currently serves as the one of the Chair for PyConf Hyderabad 2025 and has held the role of Co-chair for PyConf India 2023 and PyConf Hyderabad from 2022 to 2024. In addition to these leadership positions, he is an active contributor to numerous Python, data science, and scientific communities worldwide.","Here’s a comprehensive summary of the text about Kalyan Prasad:
+
+**Kalyan Prasad is a highly experienced and respected figure in the data science and AI field.** He combines a strong academic background with practical industry experience as a former Data Science & Analytics Manager.  He's actively shared his knowledge through presentations at major conferences like PyCon and Data Science/AI events, demonstrating significant expertise.
+
+**Notably, Kalyan is deeply involved in shaping the Python community:** he currently holds key leadership roles including Chair for PyConf Hyderabad 2025 and previously Co-chair positions for both PyConf India 2023 and PyConf Hyderabad (2022-2024).  Furthermore, he’s a consistent contributor to numerous broader data science and scientific communities globally.
+
+**In short, Kalyan is a leader, speaker, and active participant dedicated to advancing the field of data science and AI.** 
+
+---
+
+Would you like me to summarize any specific aspect of this text in more detail?"
+"Kalyan Prasad
+
+Kalyan is a Data and AI scientist with a background as a former data science and analytics manager, effectively balancing both academia and industry. He has presented talks at various PyCon's, Data Science and AI conferences, showcasing his expertise. As a community leader, Kalyan currently serves as the one of the Chair for PyConf Hyderabad 2025 and has held the role of Co-chair for PyConf India 2023 and PyConf Hyderabad from 2022 to 2024. In addition to these leadership positions, he is an active contributor to numerous Python, data science, and scientific communities worldwide.","What type of professional background does Kalyan Prasad possess?
+Based on the provided text, Kalyan Prasad possesses a professional background that combines both academic and industry experience. He was formerly a data science and analytics manager, bringing an industry perspective to his work. Furthermore, he has a strong foundation in academia – evidenced by his presentations at conferences like PyCon – and actively participates in various communities related to Python, data science, and scientific computing. His leadership roles (Chair for PyConf Hyderabad 2025, Co-chair for previous PyConf events) highlight a commitment to these communities as well."
+"Kalyan Prasad
+
+Kalyan is a Data and AI scientist with a background as a former data science and analytics manager, effectively balancing both academia and industry. He has presented talks at various PyCon's, Data Science and AI conferences, showcasing his expertise. As a community leader, Kalyan currently serves as the one of the Chair for PyConf Hyderabad 2025 and has held the role of Co-chair for PyConf India 2023 and PyConf Hyderabad from 2022 to 2024. In addition to these leadership positions, he is an active contributor to numerous Python, data science, and scientific communities worldwide.","What conferences has Kalyan presented at?
+Based on the text provided, Kalyan has presented talks at **various PyCon's and Data Science and AI conferences**. It doesn’t list specific conference names."
+"Kalyan Prasad
+
+Kalyan is a Data and AI scientist with a background as a former data science and analytics manager, effectively balancing both academia and industry. He has presented talks at various PyCon's, Data Science and AI conferences, showcasing his expertise. As a community leader, Kalyan currently serves as the one of the Chair for PyConf Hyderabad 2025 and has held the role of Co-chair for PyConf India 2023 and PyConf Hyderabad from 2022 to 2024. In addition to these leadership positions, he is an active contributor to numerous Python, data science, and scientific communities worldwide.","What is Kalyan’s current role regarding PyConf Hyderabad 2025?
+Based on the text, Kalyan is currently serving as **one of the Chair** for PyConf Hyderabad 2025."
+"Kalyan Prasad
+
+Kalyan is a Data and AI scientist with a background as a former data science and analytics manager, effectively balancing both academia and industry. He has presented talks at various PyCon's, Data Science and AI conferences, showcasing his expertise. As a community leader, Kalyan currently serves as the one of the Chair for PyConf Hyderabad 2025 and has held the role of Co-chair for PyConf India 2023 and PyConf Hyderabad from 2022 to 2024. In addition to these leadership positions, he is an active contributor to numerous Python, data science, and scientific communities worldwide.","During what period did Kalyan hold the Co-chair position for PyConf India and PyConf Hyderabad?
+According to the text, Kalyan held the Co-chair position for PyConf India and PyConf Hyderabad from **2022 to 2024**."
+"Kalyan Prasad
+
+Kalyan is a Data and AI scientist with a background as a former data science and analytics manager, effectively balancing both academia and industry. He has presented talks at various PyCon's, Data Science and AI conferences, showcasing his expertise. As a community leader, Kalyan currently serves as the one of the Chair for PyConf Hyderabad 2025 and has held the role of Co-chair for PyConf India 2023 and PyConf Hyderabad from 2022 to 2024. In addition to these leadership positions, he is an active contributor to numerous Python, data science, and scientific communities worldwide.","In which communities is Kalyan an active contributor?
+According to the text, Kalyan is an active contributor to numerous **Python, data science, and scientific communities** worldwide."
+"Aarshad Devani
+Storable India Pvt. Ltd
+ Lead Google Developer Groups Hyderabad | Co-Organizer Google Developer Groups Cloud Hyderabad | One of the top 10 entrepreneurs focusing on Change & Transformation in India (YourStory) | Senior Software Engineer Storable 
+https://www.linkedin.com/in/aarshaddevani/ ","Here’s a comprehensive summary of Aarshad Devani's profile based on the information provided:
+
+**Aarshad Devani is a highly accomplished and impactful figure in the Indian tech and entrepreneurial landscape.** He holds several key roles that highlight his expertise and leadership:
+
+* **Technical Expertise:** He’s a Lead Google Developer Groups Hyderabad organizer, demonstrating his passion for fostering developer communities and promoting Google technologies.  He also works as a Senior Software Engineer at Storable, indicating strong practical software development skills.
+* **Entrepreneurial Spirit & Leadership:** Recognized by YourStory as one of the ""Top 10 entrepreneurs focusing on Change & Transformation in India,"" he's actively involved in driving innovation and positive change within the tech sector.
+* **Community Engagement:**  Co-organizing Google Developer Groups (Cloud Hyderabad specifically) points to his commitment to supporting fellow developers and promoting best practices.
+
+**In short, Aarshad Devani is a skilled software engineer with a strong background in developer communities and recognized as an impactful entrepreneur focused on transformation within India’s tech industry.** 
+
+---
+
+Would you like me to elaborate on any specific aspect of this summary or perhaps extract particular details (e.g., his areas of technical focus, the nature of his entrepreneurial work)?"
+"Aarshad Devani
+Storable India Pvt. Ltd
+ Lead Google Developer Groups Hyderabad | Co-Organizer Google Developer Groups Cloud Hyderabad | One of the top 10 entrepreneurs focusing on Change & Transformation in India (YourStory) | Senior Software Engineer Storable 
+https://www.linkedin.com/in/aarshaddevani/ ","What is Aarshad Devani’s current job title?
+Based on the provided text, Aarshad Devani’s current job title is **Senior Software Engineer** at Storable."
+"Aarshad Devani
+Storable India Pvt. Ltd
+ Lead Google Developer Groups Hyderabad | Co-Organizer Google Developer Groups Cloud Hyderabad | One of the top 10 entrepreneurs focusing on Change & Transformation in India (YourStory) | Senior Software Engineer Storable 
+https://www.linkedin.com/in/aarshaddevani/ ","What organizations does Aarshad Devani co-organize?
+Based on the provided text, Aarshad Devani co-organizes:
+
+*   **Google Developer Groups Hyderabad**
+*   **Google Developer Groups Cloud Hyderabad**"
+"Aarshad Devani
+Storable India Pvt. Ltd
+ Lead Google Developer Groups Hyderabad | Co-Organizer Google Developer Groups Cloud Hyderabad | One of the top 10 entrepreneurs focusing on Change & Transformation in India (YourStory) | Senior Software Engineer Storable 
+https://www.linkedin.com/in/aarshaddevani/ ","According to YourStory, what is Aarshad Devani recognized for in India?
+According to YourStory, Aarshad Devani is recognized as one of the top 10 entrepreneurs focusing on Change & Transformation in India."
+"Aarshad Devani
+Storable India Pvt. Ltd
+ Lead Google Developer Groups Hyderabad | Co-Organizer Google Developer Groups Cloud Hyderabad | One of the top 10 entrepreneurs focusing on Change & Transformation in India (YourStory) | Senior Software Engineer Storable 
+https://www.linkedin.com/in/aarshaddevani/ ","What is the URL of Aarshad Devani's LinkedIn profile?
+The URL of Aarshad Devani's LinkedIn profile is: https://www.linkedin.com/in/aarshaddevani/."
+"Aarshad Devani
+Storable India Pvt. Ltd
+ Lead Google Developer Groups Hyderabad | Co-Organizer Google Developer Groups Cloud Hyderabad | One of the top 10 entrepreneurs focusing on Change & Transformation in India (YourStory) | Senior Software Engineer Storable 
+https://www.linkedin.com/in/aarshaddevani/ ","What company does Aarshad Devani work for?
+Based on the provided text, Aarshad Devani works for **Storable**."
+"Aditya Thakur
+Scapia
+
+Software Engineer (Scapia), GDE for Flutter & Dart.","Okay, here's a comprehensive summary of the text provided:
+
+**Aditya Thakur is a Software Engineer at Scapia. He holds the designation of GDE (Google Developer Expert) for Flutter and Dart.** 
+
+Essentially, this single line describes his role and expertise – he’s a developer building software at Scapia, specializing in Flutter and Dart, and recognized by Google as an expert in those technologies.
+
+---
+
+Do you want me to elaborate on any specific aspect of this information, or would you like me to extract any particular detail from it?"
+"Aditya Thakur
+Scapia
+
+Software Engineer (Scapia), GDE for Flutter & Dart.","What is Aditya Thakur's current job title?
+**Software Engineer (Scapia)**
+
+The context states directly: “Aditya Thakur is a Software Engineer (Scapia).”"
+"Aditya Thakur
+Scapia
+
+Software Engineer (Scapia), GDE for Flutter & Dart.","What company does Aditya Thakur work for?
+According to the provided text, Aditya Thakur works for **Scapia**."
+"Aditya Thakur
+Scapia
+
+Software Engineer (Scapia), GDE for Flutter & Dart.","What specific technologies does Aditya Thakur specialize in?
+Output:
+Based on the provided text, Aditya Thakur specializes in **Flutter & Dart**. He is a Software Engineer at Scapia and a GDE (Google Developer Expert) for these technologies."
+"Aditya Thakur
+Scapia
+
+Software Engineer (Scapia), GDE for Flutter & Dart.","What is Aditya Thakur’s role within Scapia? 
+Context:
+Aditya Thakur
+Scapia
+
+Software Engineer (Scapia), GDE for Flutter & Dart."
+"Aditya Thakur
+Scapia
+
+Software Engineer (Scapia), GDE for Flutter & Dart.","What is Aditya Thakur’s certification or designation at Scapia?
+According to the provided text, Aditya Thakur is a **Software Engineer at Scapia** and also holds the designation of **GDE for Flutter & Dart**."
+"Snigdha Kanchana
+IBM
+
+I am a Cloud Site Reliability Engineer at IBM Cloud with a strong passion for DevOps, cloud computing and automation. With hands-on experience in Kubernetes, Terraform, CI/CD pipelines, observability, and cloud security, I specialise in building scalable, resilient, and efficient systems.
+
+Previously, worked as DevOps Engineer at NCR Corporation.
+
+Beyond my technical expertise, I am deeply committed to knowledge sharing and mentorship. I have delivered sessions and workshops on DevOps, cloud technologies, and automation best practices, helping students and professionals navigate the evolving tech landscape.
+
+I believe in leveraging technology to drive innovation, enhance system reliability, and optimise operations. Whether speaking at conferences, mentoring aspiring engineers, or writing about cutting-edge tech, my goal is to empower others and contribute to the future of cloud and DevOps.","Here’s a comprehensive summary of Snigdha Kanchana's profile:
+
+**Snigdha Kanchana is a highly experienced Cloud Site Reliability Engineer at IBM Cloud with a strong background in DevOps and cloud computing.** She possesses practical skills across several key areas, including Kubernetes, Terraform, CI/CD pipelines, observability tools, and cloud security.  Prior to her current role, she worked as a DevOps Engineer at NCR Corporation.
+
+**Beyond her technical capabilities, Snigdha is dedicated to fostering the growth of others in the tech community.** She actively shares her knowledge through delivering sessions and workshops focused on DevOps practices, cloud technologies, and automation. 
+
+**Her overarching goal is to utilize technology to drive innovation, improve system reliability, and streamline operations.**  She demonstrates this commitment through both public speaking engagements and mentoring aspiring engineers, showcasing a passion for contributing to the advancement of cloud and DevOps fields.
+
+---
+
+Do you want me to focus on specific aspects of her summary (e.g., just her skills or her dedication to mentorship)?"
+"Snigdha Kanchana
+IBM
+
+I am a Cloud Site Reliability Engineer at IBM Cloud with a strong passion for DevOps, cloud computing and automation. With hands-on experience in Kubernetes, Terraform, CI/CD pipelines, observability, and cloud security, I specialise in building scalable, resilient, and efficient systems.
+
+Previously, worked as DevOps Engineer at NCR Corporation.
+
+Beyond my technical expertise, I am deeply committed to knowledge sharing and mentorship. I have delivered sessions and workshops on DevOps, cloud technologies, and automation best practices, helping students and professionals navigate the evolving tech landscape.
+
+I believe in leveraging technology to drive innovation, enhance system reliability, and optimise operations. Whether speaking at conferences, mentoring aspiring engineers, or writing about cutting-edge tech, my goal is to empower others and contribute to the future of cloud and DevOps.","What is Snigdha Kanchana’s current role?
+Based on the text, Snigdha Kanchana’s current role is a **Cloud Site Reliability Engineer at IBM Cloud**."
+"Snigdha Kanchana
+IBM
+
+I am a Cloud Site Reliability Engineer at IBM Cloud with a strong passion for DevOps, cloud computing and automation. With hands-on experience in Kubernetes, Terraform, CI/CD pipelines, observability, and cloud security, I specialise in building scalable, resilient, and efficient systems.
+
+Previously, worked as DevOps Engineer at NCR Corporation.
+
+Beyond my technical expertise, I am deeply committed to knowledge sharing and mentorship. I have delivered sessions and workshops on DevOps, cloud technologies, and automation best practices, helping students and professionals navigate the evolving tech landscape.
+
+I believe in leveraging technology to drive innovation, enhance system reliability, and optimise operations. Whether speaking at conferences, mentoring aspiring engineers, or writing about cutting-edge tech, my goal is to empower others and contribute to the future of cloud and DevOps.","What specific technologies does Snigdha have hands-on experience with?
+According to the text, Snigdha has hands-on experience with the following technologies:
+
+*   **Kubernetes**
+*   **Terraform**
+*   **CI/CD pipelines**
+*   **Observability tools** (specifically mentioned)
+*   **Cloud security**"
+"Snigdha Kanchana
+IBM
+
+I am a Cloud Site Reliability Engineer at IBM Cloud with a strong passion for DevOps, cloud computing and automation. With hands-on experience in Kubernetes, Terraform, CI/CD pipelines, observability, and cloud security, I specialise in building scalable, resilient, and efficient systems.
+
+Previously, worked as DevOps Engineer at NCR Corporation.
+
+Beyond my technical expertise, I am deeply committed to knowledge sharing and mentorship. I have delivered sessions and workshops on DevOps, cloud technologies, and automation best practices, helping students and professionals navigate the evolving tech landscape.
+
+I believe in leveraging technology to drive innovation, enhance system reliability, and optimise operations. Whether speaking at conferences, mentoring aspiring engineers, or writing about cutting-edge tech, my goal is to empower others and contribute to the future of cloud and DevOps.","Where did Snigdha previously work as a DevOps Engineer?
+According to the text, Snigdha previously worked as a DevOps Engineer at NCR Corporation."
+"Snigdha Kanchana
+IBM
+
+I am a Cloud Site Reliability Engineer at IBM Cloud with a strong passion for DevOps, cloud computing and automation. With hands-on experience in Kubernetes, Terraform, CI/CD pipelines, observability, and cloud security, I specialise in building scalable, resilient, and efficient systems.
+
+Previously, worked as DevOps Engineer at NCR Corporation.
+
+Beyond my technical expertise, I am deeply committed to knowledge sharing and mentorship. I have delivered sessions and workshops on DevOps, cloud technologies, and automation best practices, helping students and professionals navigate the evolving tech landscape.
+
+I believe in leveraging technology to drive innovation, enhance system reliability, and optimise operations. Whether speaking at conferences, mentoring aspiring engineers, or writing about cutting-edge tech, my goal is to empower others and contribute to the future of cloud and DevOps.","What types of sessions and workshops has Snigdha delivered?
+Based on the provided text, Snigdha has delivered sessions and workshops on:
+
+*   **DevOps**
+*   **Cloud technologies**
+*   **Automation best practices**"
+"Snigdha Kanchana
+IBM
+
+I am a Cloud Site Reliability Engineer at IBM Cloud with a strong passion for DevOps, cloud computing and automation. With hands-on experience in Kubernetes, Terraform, CI/CD pipelines, observability, and cloud security, I specialise in building scalable, resilient, and efficient systems.
+
+Previously, worked as DevOps Engineer at NCR Corporation.
+
+Beyond my technical expertise, I am deeply committed to knowledge sharing and mentorship. I have delivered sessions and workshops on DevOps, cloud technologies, and automation best practices, helping students and professionals navigate the evolving tech landscape.
+
+I believe in leveraging technology to drive innovation, enhance system reliability, and optimise operations. Whether speaking at conferences, mentoring aspiring engineers, or writing about cutting-edge tech, my goal is to empower others and contribute to the future of cloud and DevOps.","What is Snigdha's overall goal regarding technology?
+Based on the text, Snigdha’s overall goal regarding technology is to **empower others and contribute to the future of cloud and DevOps**. 
+
+Here's a breakdown of how we arrive at this conclusion:
+
+*   **“I believe in leveraging technology to drive innovation, enhance system reliability, and optimise operations.”**: This highlights her proactive approach – using tech to improve existing systems.
+*   **""helping students and professionals navigate the evolving tech landscape”**:  This indicates a desire to share knowledge and support others' growth.
+*   **“Whether speaking at conferences, mentoring aspiring engineers, or writing about cutting-edge tech…”**: This outlines specific actions she takes to achieve her broader goal of empowerment – through education, mentorship, and content creation.
+
+Therefore, it’s not just *using* technology for herself but actively using it to benefit the wider community and shape the future of cloud and DevOps practices."
+"Naveen Poosarla
+Google
+
+Naveen, a technical solutions consultant at Google, brings over 18 years of experience, including 8 years of applied AI experience. In his current role, he designs and leads cutting-edge AI solution implementations for enterprise clients in various industries, including healthcare, automotive, financial services, and gaming. Naveen believes that AI has immense potential to improve people's lives if used correctly and he is committed to using his skills and experience to make that happen.","Here’s a comprehensive summary of the text about Naveen Poosarla:
+
+**Naveen Poosarla is a seasoned Google technical solutions consultant with 18 years of experience, specializing in Artificial Intelligence (AI). He has spent the last 8 years specifically applying AI technologies. Currently, he focuses on designing and leading innovative AI solutions for large enterprise clients across diverse sectors like healthcare, automotive, financial services, and gaming.**
+
+**Key takeaways:**
+
+*   **Role:** Technical Solutions Consultant at Google
+*   **Experience:** Extensive – 18 years total, 8 years in applied AI.
+*   **Focus:** Designing and leading cutting-edge AI implementations for businesses.
+*   **Values:** Believes strongly in the positive impact of AI on people’s lives and is dedicated to its responsible use.
+
+---
+
+Would you like me to elaborate on any specific aspect of this summary, or perhaps tailor it to a particular purpose (e.g., a brief introduction for a presentation)?"
+"Naveen Poosarla
+Google
+
+Naveen, a technical solutions consultant at Google, brings over 18 years of experience, including 8 years of applied AI experience. In his current role, he designs and leads cutting-edge AI solution implementations for enterprise clients in various industries, including healthcare, automotive, financial services, and gaming. Naveen believes that AI has immense potential to improve people's lives if used correctly and he is committed to using his skills and experience to make that happen.","How many years of experience does Naveen Poosarla possess overall?
+According to the text, Naveen Poosarla possesses a total of 18 years of experience."
+"Naveen Poosarla
+Google
+
+Naveen, a technical solutions consultant at Google, brings over 18 years of experience, including 8 years of applied AI experience. In his current role, he designs and leads cutting-edge AI solution implementations for enterprise clients in various industries, including healthcare, automotive, financial services, and gaming. Naveen believes that AI has immense potential to improve people's lives if used correctly and he is committed to using his skills and experience to make that happen.","How many years has Naveen dedicated to applied AI specifically?
+Based on the provided text, Naveen has dedicated **8 years** to applied AI specifically."
+"Naveen Poosarla
+Google
+
+Naveen, a technical solutions consultant at Google, brings over 18 years of experience, including 8 years of applied AI experience. In his current role, he designs and leads cutting-edge AI solution implementations for enterprise clients in various industries, including healthcare, automotive, financial services, and gaming. Naveen believes that AI has immense potential to improve people's lives if used correctly and he is committed to using his skills and experience to make that happen.","What specific industries does Naveen design and lead AI solutions for?
+According to the text, Naveen designs and leads AI solutions for the following industries:
+
+*   Healthcare
+*   Automotive
+*   Financial Services
+*   Gaming"
+"Naveen Poosarla
+Google
+
+Naveen, a technical solutions consultant at Google, brings over 18 years of experience, including 8 years of applied AI experience. In his current role, he designs and leads cutting-edge AI solution implementations for enterprise clients in various industries, including healthcare, automotive, financial services, and gaming. Naveen believes that AI has immense potential to improve people's lives if used correctly and he is committed to using his skills and experience to make that happen.","What is Naveen’s primary belief regarding the application of artificial intelligence?
+According to the text, Naveen believes that AI has “immense potential to improve people’s lives if used correctly.”"
+"Naveen Poosarla
+Google
+
+Naveen, a technical solutions consultant at Google, brings over 18 years of experience, including 8 years of applied AI experience. In his current role, he designs and leads cutting-edge AI solution implementations for enterprise clients in various industries, including healthcare, automotive, financial services, and gaming. Naveen believes that AI has immense potential to improve people's lives if used correctly and he is committed to using his skills and experience to make that happen.","What title does Naveen hold at Google?
+Based on the text, Naveen Poosarla holds the title of **Technical Solutions Consultant** at Google."
+"# Organizers
+
+Prateek Pandey
+EPAM Systems
+GDG Cloud Organizer
+
+Aarshad Devani
+Storable India Pvt. Ltd
+GDG Cloud Organizers
+
+Siv Ram Shastri Jonnalagadda
+Co-Founder Hyderabad DAO
+GDG Cloud Organizer","Here's a summary of the text:
+
+The text lists the organizers for an event, likely related to Google Developer Groups (GDG) and cloud technology. The organizers are:
+
+*   **Prateek Pandey:** From EPAM Systems, acting as a GDG Cloud Organizer.
+*   **Aarshad Devani:** From Storable India Pvt. Ltd., also serving as a GDG Cloud Organizer.
+*   **Siv Ram Shastri Jonnalagadda:** Co-Founder of Hyderabad DAO, and another GDG Cloud Organizer.
+
+Essentially, it’s a roster of the people responsible for planning and executing an event – possibly a workshop, meetup, or conference – focused on Google Cloud technologies within the GDG community."
+"# Organizers
+
+Prateek Pandey
+EPAM Systems
+GDG Cloud Organizer
+
+Aarshad Devani
+Storable India Pvt. Ltd
+GDG Cloud Organizers
+
+Siv Ram Shastri Jonnalagadda
+Co-Founder Hyderabad DAO
+GDG Cloud Organizer","What is Prateek Pandey's role?
+According to the text, Prateek Pandey is a “GDG Cloud Organizer” for EPAM Systems."
+"# Organizers
+
+Prateek Pandey
+EPAM Systems
+GDG Cloud Organizer
+
+Aarshad Devani
+Storable India Pvt. Ltd
+GDG Cloud Organizers
+
+Siv Ram Shastri Jonnalagadda
+Co-Founder Hyderabad DAO
+GDG Cloud Organizer","What company does Aarshad Devani represent?
+Based on the provided text, Aarshad Devani represents **Storable India Pvt. Ltd**."
+"# Organizers
+
+Prateek Pandey
+EPAM Systems
+GDG Cloud Organizer
+
+Aarshad Devani
+Storable India Pvt. Ltd
+GDG Cloud Organizers
+
+Siv Ram Shastri Jonnalagadda
+Co-Founder Hyderabad DAO
+GDG Cloud Organizer","What is Siv Ram Shastri Jonnalagadda’s title?
+Based on the provided text, Siv Ram Shastri Jonnalagadda’s title is **Co-Founder**."
+"# Organizers
+
+Prateek Pandey
+EPAM Systems
+GDG Cloud Organizer
+
+Aarshad Devani
+Storable India Pvt. Ltd
+GDG Cloud Organizers
+
+Siv Ram Shastri Jonnalagadda
+Co-Founder Hyderabad DAO
+GDG Cloud Organizer","Which organization does Prateek Pandey belong to?
+Based on the provided text, Prateek Pandey belongs to **EPAM Systems**."
+"# Organizers
+
+Prateek Pandey
+EPAM Systems
+GDG Cloud Organizer
+
+Aarshad Devani
+Storable India Pvt. Ltd
+GDG Cloud Organizers
+
+Siv Ram Shastri Jonnalagadda
+Co-Founder Hyderabad DAO
+GDG Cloud Organizer","Which organization does Aarshad Devani belong to?
+Based on the provided text, Aarshad Devani belongs to **Storable India Pvt. Ltd**."
+"# Sponsors
+
+MSI India
+HYD DAO
+Figma Hyderabad
+HydPy
+Nexus Swarm
+Indian Data Club
+Hyderabad Data & AI Community
+NextGen Nexus
+CNCF Hyderabad
+Goldmen Media
+Konfhub","Okay, here’s a comprehensive summary of the listed sponsors:
+
+This list represents a diverse group of sponsors supporting various tech and community initiatives in Hyderabad, India. Here's a breakdown of each sponsor and what they generally represent:
+
+* **MSI India:** MSI (Micro-Star International) is a well-known computer hardware manufacturer specializing in gaming PCs, laptops, monitors, and components. Their sponsorship suggests support for the gaming and PC enthusiast community within Hyderabad.
+
+* **HYD DAO (Hyderabad Decentralized Autonomous Organization):**  DAOs are decentralized organizations run by rules encoded on a blockchain. HYD DAO likely supports projects or initiatives related to web3 technologies, potentially involving cryptocurrency, NFTs, or other blockchain-based applications within the Hyderabad region. 
+
+* **Figma Hyderabad:** Figma is a popular collaborative interface design tool. Their presence indicates support for designers and UI/UX professionals in Hyderabad, suggesting workshops, events, or resources aimed at improving design skills.
+
+* **HydPy:**  “HydPy” likely refers to a Python community or meetup group focused on the city of Hyderabad. It’s a common practice for data science and software development communities to use Python, so this sponsorship supports those involved in that language.
+
+* **Nexus Swarm:** Nexus Swarm is a platform focused on connecting tech talent with companies and fostering innovation through collaborative events and programs. This suggests support for the broader tech industry ecosystem in Hyderabad. 
+
+* **Indian Data Club:** An organization dedicated to education and networking around data science, analytics, and related fields within India.  They likely provide training, meetups, and resources for individuals interested in a career or development in these areas.
+
+* **Hyderabad Data & AI Community:** A local community focused on data science and Artificial Intelligence specifically within Hyderabad. They likely organize events, workshops, and networking opportunities.
+
+* **NextGen Nexus:** This is potentially a startup/community initiative focusing on future-oriented technologies - possibly including Web3, AI, or emerging digital trends – targeted toward the next generation of tech professionals. 
+
+* **CNCF Hyderabad (Cloud Native Computing Foundation Hyderabad Chapter):**  The CNCF is a non-profit organization driving adoption of cloud native technologies. This chapter supports and promotes these technologies in Hyderabad, likely through events, training, and community building.
+
+* **Goldmen Media:** A media company possibly focusing on technology news, reviews, or content creation related to the tech industry in India – they may sponsor events to increase brand awareness.
+
+* **Konfhub:**  A platform that hosts and organizes conferences and events focused on technology, innovation, and business strategy. Their sponsorship supports broader events within the Hyderabad tech scene.
+
+
+**Overall Impression:**
+
+This collection of sponsors highlights a vibrant and growing tech ecosystem in Hyderabad centered around data science, design, cloud technologies, gaming, and emerging digital trends.  It suggests a strong investment in skills development, community building, and innovation across various sectors. 
+
+---
+
+To help me tailor my response further, could you tell me:
+
+*   **What was the context of this list?** (e.g., an event announcement, a website, a promotional material?)
+*   **Is there anything specific you’d like me to focus on or elaborate about regarding these sponsors?**"
+"# Sponsors
+
+MSI India
+HYD DAO
+Figma Hyderabad
+HydPy
+Nexus Swarm
+Indian Data Club
+Hyderabad Data & AI Community
+NextGen Nexus
+CNCF Hyderabad
+Goldmen Media
+Konfhub","What company is listed as an India-based sponsor?
+-Based on the provided list of sponsors, **MSI India** is listed as an India-based sponsor."
+"# Sponsors
+
+MSI India
+HYD DAO
+Figma Hyderabad
+HydPy
+Nexus Swarm
+Indian Data Club
+Hyderabad Data & AI Community
+NextGen Nexus
+CNCF Hyderabad
+Goldmen Media
+Konfhub","Which DAO was included in the list of sponsors?
+-based on the provided text, the DAO included in the list of sponsors is **HYD DAO**."
+"# Sponsors
+
+MSI India
+HYD DAO
+Figma Hyderabad
+HydPy
+Nexus Swarm
+Indian Data Club
+Hyderabad Data & AI Community
+NextGen Nexus
+CNCF Hyderabad
+Goldmen Media
+Konfhub","What design tool’s Hyderabad chapter sponsored the event?
+- Based on the provided list of sponsors, Figma Hyderabad sponsored the event."
+"# Sponsors
+
+MSI India
+HYD DAO
+Figma Hyderabad
+HydPy
+Nexus Swarm
+Indian Data Club
+Hyderabad Data & AI Community
+NextGen Nexus
+CNCF Hyderabad
+Goldmen Media
+Konfhub","What Python community participated as a sponsor?
+Based on the provided list of sponsors, the Python communities that participated are:
+
+*   **HydPy**
+*   **Indian Data Club** 
+*   **Hyderabad Data & AI Community**"
+"# Sponsors
+
+MSI India
+HYD DAO
+Figma Hyderabad
+HydPy
+Nexus Swarm
+Indian Data Club
+Hyderabad Data & AI Community
+NextGen Nexus
+CNCF Hyderabad
+Goldmen Media
+Konfhub","What organization focused on network computing also appeared in the sponsorship list?
+- Based on the sponsorship list provided, **CNCF Hyderabad** is the organization focused on network computing."