Vikas Gautam
Architect (Data & AI) @Microsoft
Mumbai, India
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Vikas Gautam is a seasoned Solution Architect with extensive experience in artificial
intelligence, big data, and cloud computing. He has worked with industry leaders like Microsoft, Databricks, and Daimler, designing and implementing AI-driven solutions that enhance business agility and innovation. His expertise spans data management, AI, and advanced analytics, enabling organizations to solve complex challenges and drive digital transformation. Vikas has established himself as a prominent speaker at numerous events organized by Databricks, AWS, and various ISV partners.
Area of Expertise
Topics
Agentic AI: Ideation to Production
- The session will start with introducing an ideal path to production
--> Choosing LLM (choices, design considerations)
--> Choosing frameworks (choose between Open source frameworks like LangGraph, Autogen, etc.)
--> Choosing architecture (Single/Multi-Agent)
--> Evaluation Strategy
--> Implement Guardrails
--> Scaling Agents
--> AgentOps
- Next, take a deep dive into Evaluation techniques in Agentic AI
--> LLMs as a Judge
--> Human-in-the-loop
- Next, discuss a few Evaluation frameworks
--> Azure AI Evaluation SDK
--> Mosaic AI Evaluation
--> Evaluating with Azure Foundry
- Evaluating Risks with Red Teaming Agents
- Lastly, how do you easily scale out your application with DAPR
Agentic AI Showdown: Comparing Frameworks with Code
Session Agenda-
1) Agentic Frameworks: Comparison with Code Examples – A comparative analysis of popular agentic AI frameworks, use cases they are best suited for, and real-world applications with hands-on code examples.
2) Architecture Patterns – An exploration of key design patterns in agentic AI, including workflow pattern, tool use pattern etc. to optimize agent efficiency and scalability.
3) Agentic Collaboration – Understanding how multiple AI agents interact, coordinate, and reason together to achieve complex goals with some code examples.
4)Demo with a Practical Scenario – A live demonstration showcasing the implementation of an agentic system, applying key frameworks, patterns, and collaboration techniques to a real-world use case.
Agentic AI 101: From Basics to Collaboration
Agenda for Session-
1) Getting Started with Agentic AI : Introduction to the concept of agentic AI, how autonomous agents operate, and their real-world applications.
2) Overview of key programming languages, AI frameworks, and essential tools used to build and deploy AI agents.
3) Creating Your First Agent – A step-by-step guide to developing a simple AI agent, from defining its purpose to implementing its core functionalities with code examples.
4) Core Concepts : Deep dive into fundamental aspects like agent memory, decision-making, orchestration, and interaction with external systems.
5) Agentic Collaboration : Exploring how multiple AI agents can work together, communicate, and coordinate tasks to solve complex problems.
6) Demo with a Practical Scenario : A live demonstration showcasing an AI agent in action, applying concepts learned to a real-world use case.
Agentic AI 101: From Basics to Collaboration
1) Getting Started with Agentic AI : Introduction to the concept of agentic AI, how autonomous agents operate, and their real-world applications.
2) Overview of key programming languages, AI frameworks, and essential tools used to build and deploy AI agents.
3) Core Concepts : Deep dive into fundamental aspects like agent memory, decision-making, orchestration, and interaction with external systems.
4) Agentic Collaboration : Exploring how multiple AI agents can work together, communicate, and coordinate tasks to solve complex problems.
5) Acclerate development with Azure Foundry and Copilot Studio - walkthrough of feature relating back to concepts in earlier sections.
6) Demo with a Practical Scenario : A live demonstration showcasing an AI agent in action, applying concepts learned to a real-world use case implemented using Azure AI Foundry and Copilot Studio.
AgentCon 2025 - Mumbai - INDIA Sessionize Event
AI Agentic Day - INDIA (In-Person) #LetsBuildAIAgents Sessionize Event
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