BEGIN:VCALENDAR VERSION:2.0 PRODID:-//HasGeek//NONSGML Funnel//EN DESCRIPTION:Hands-on workshop X-WR-CALDESC:Hands-on workshop NAME:Crafting multi-Agent systems that think and act X-WR-CALNAME:Crafting multi-Agent systems that think and act REFRESH-INTERVAL;VALUE=DURATION:PT12H SUMMARY:Crafting multi-Agent systems that think and act TIMEZONE-ID:Asia/Kolkata X-PUBLISHED-TTL:PT12H X-WR-TIMEZONE:Asia/Kolkata BEGIN:VEVENT SUMMARY:Crafting multi-Agent systems that think and act DTSTART:20260314T081500Z DTEND:20260314T114500Z DTSTAMP:20260419T235944Z UID:session/7rUt4vfSJ9JRxXA99mYyfS@hasgeek.com SEQUENCE:14 CREATED:20260304T040147Z DESCRIPTION:## About the workshop\n**In this hands-on workshop\, participa nts will learn how to design and orchestrate intelligent AI systems using LangGraph and modern agentic patterns.** \n* You’ll start by understandi ng the building blocks such as nodes\, edges\, workflows\, and message rou ting. From there\, you’ll dive into agent architecture: how prompts\, to ols and context come together to enable reasoning-driven automation.\n* Yo u’ll also explore multi-agentic patterns\, learning when and how to coor dinate multiple agents to solve complex\, real-world problems. \n* Finally \, you’ll work with the Model Context Protocol (MCP) to externalize know ledge and connect agents to structured data and services.\n\n**Through gui ded exercises and practical implementation patterns\, you’ll leave with the skills to build multi-agentic systems\, transforming LLMs from chat in terfaces into powerful\, composable systems that integrate seamlessly acro ss your engineering stack.**\n\n## Who is this workshop for\n* Developers and engineers building AI-powered applications who want to design reliable \, agent-driven workflows\n* ML/AI engineers exploring agentic architectur es\n* Tech leads and solution architects designing scalable\, multi-agent systems and automation platforms\n* Platform and backend engineers integra ting LLMs with real-world systems\, APIs\, and infrastructure\n* Innovatio n\, R&D\, and product teams experimenting with AI agents\, orchestration f rameworks\, and MCP-based extensibility\n\n## Pre-requisites\n1. Bring you r own laptop\n2. Working knowledge of Python is a must\n3. Git installed a nd an active GitHub account for code access and collaboration\n4. Valid AP I keys provisioned in advance (e.g.\, Gemini\, GPT). **Note: API keys will not be provided during the workshop.**\n5. Familiarity with an IDE or cod e editor (VS Code\, PyCharm\, etc.)\n\n## Key takeaways\n1. Understand the LangGraph execution model\, including node orchestration\, edge routing\, message propagation\, and workflow lifecycle management.\n2. Gain a deep understanding of agent architecture\, including prompt composition\, conte xt scoping and tool invocation patterns.\n3. Develop multi-agent systems\, applying coordination patterns such as task delegation\, routing\, and ro le-based specialization.\n4. Integrate Model Context Protocol (MCP) to ext ernalize data access and extend agent capabilities through standardized co ntext interfaces.\n\n## Workshop Agenda\n### 1. Foundations of LangGraph - 30 mins\n**Objective:** Understand the core building blocks of LangGraph\ n\n**Topics:**\n1. What is a Graph?\n2. Nodes\, Edges & Execution Flow\n3. Designing a Basic Workflow\n4. Conditional Edges & Routing Logic\n5. Mess age Types (System\, User\, AI)\n\n### Hands-on exercise: 30 mins \n Create a simple multi-node LangGraph workflow from scratch.\n\n### 2. Introducti on to AI Agents - 30 mins\n**Objective:** Learn what agents are and how th ey operate within workflows\n\n**Topics:**\n1. What are AI Agents?\n2. Pro mpt Engineering\n3. Context Management\n4. Tool Use & Execution Flow\n\n## # Hands-on exercise: 30 mins \nBuild a simple agent with tools and use it to solve a task.\n\n### 3. Multi-Agent systems - 45 mins\n**Objective:** E xplore collaboration between multiple agents\n\n**Topics:**\n1. What is a Multi-Agent System?\n2. Common Multi-Agent Patterns & Architectures\n3. De signing Multi-Agentic Systems\n\n### Hands-on exercise: 60 mins\nBuild a m ulti-agent system for a real-world use case.\n\n### 4. Model Context Proto col (MCP) - 30 mins\n**Objective:** Understand how MCP extends agent capab ilities\n\n**Topics:**\n1. What is MCP?\n2. When & Why to Use MCP?\n3. Int egrating MCP with Agentic Systems\n\n### Hands-on exercise: 30 mins \nBuil d an MCP client and connect it to the agentic workflow.\n\n### 5. Q&A + op en discussion - 15 mins\n\n**The workshop expands on the key concepts pres ented in this talk: https://youtu.be/zWWWi5tfkn4?si=SXbpzCFN62GDcAxa**\n\n ## About the workshop instructors\n**[Swetha A](https://www.linkedin.com/i n/swetha0302)** is a software developer and GenAI enthusiast working as a Solution Consultant at Sahaj Software. She is passionate about building in telligent systems that harness deep learning and generative AI to solve re al-world challenges. \n\n**Past talks & workshops:**\n1. The Fifth Elephan t workshop on mastering prompt engineering across SDLC http://has.gy/v1bT - conducted at MathCo in Nov 2025. \n2. https://sahaj.ai/events/under-the- hood-of-agentic-ai/\n3. https://youtu.be/zWWWi5tfkn4?si=SXbpzCFN62GDcAxa\n \n**[Mahita D](https://www.linkedin.com/in/mahita07)** is a full-stack dev eloper passionate in agentic systems and the evolving role of AI in softwa re development. Her work focuses on exploring innovative ways AI can simpl ify complex problems and address everyday challenges. Mahita's approach he lps make working with AI systems more approachable and practical.\n\n**Pas t talks:**\n1. https://sahaj.ai/events/ai-search-and-kubernetes-operators- explained/\n2. https://sahaj.ai/events/under-the-hood-of-agentic-ai/\n3. h ttps://youtu.be/zWWWi5tfkn4?si=SXbpzCFN62GDcAxa\n\n## How to attend this w orkshop\nThis workshop is open for **[The Fifth Elephant annual members](h ttps://hasgeek.com/fifthelephant#memberships)**. \n\n**This workshop is op en to 30 participants. Seats will be available on first-come-first-serve b asis.** 🎟️ \n\n## Contact information ☎️\nFor inquiries about the workshop\, contact +91-7676332020 or write to info@hasgeek.com LAST-MODIFIED:20260324T025933Z LOCATION:DataWeave\, Bangalore - https://hasgeek.com/fifthelephant/craftin g-multi-agent-systems-blr-edition/ ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/crafting-multi-agent-systems-blr-edi tion/ BEGIN:VALARM ACTION:display DESCRIPTION:Crafting multi-Agent systems that think and act in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT END:VCALENDAR