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:20260516T043000Z DTEND:20260516T110000Z DTSTAMP:20260417T061954Z UID:session/UUpPDzoMUucPDCSLsgQcBP@hasgeek.com SEQUENCE:10 CREATED:20260327T111740Z 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 \n3. Git installed and an act ive GitHub account for code access and collaboration\n4. Valid API keys pr ovisioned in advance (e.g.\, Gemini\, GPT). **Note: API keys will not be p rovided during the workshop.**\n5. Familiarity with an IDE or code editor (VS Code\, PyCharm\, etc.)\n\n## Key takeaways\n1. Understand the LangGrap h execution model\, including node orchestration\, edge routing\, message propagation\, and workflow lifecycle management.\n2. Gain a deep understan ding of agent architecture\, including prompt composition\, context scopin g and tool invocation patterns.\n3. Develop multi-agent systems\, applying coordination patterns such as task delegation\, routing\, and role-based specialization.\n4. Integrate Model Context Protocol (MCP) to externalize data access and extend agent capabilities through standardized context int erfaces.\n\n## Workshop Agenda\n### 1. Introduction to AI Agents - 30 mins \n**Objective:** Learn what agents are and how they operate within workflo ws\n\n**Topics:**\n1. What are AI Agents?\n2. Prompt Engineering\n3. Conte xt Management\n4. Tool Use & Execution Flow\n\n### 2. Foundations of LangG raph - 30 mins\n**Objective:** Understand the core building blocks of Lang Graph\n\n**Topics:**\n1. What is a Graph?\n2. Nodes\, Edges & Execution Fl ow\n3. Designing a Basic Workflow\n4. Conditional Edges & Routing Logic\n5 . Message Types (System\, User\, AI)\n\n### Hands-on exercise: 45 mins \n Create a simple multi-node LangGraph workflow from scratch.\n\n### 3. Mult i-Agent systems - 1 hour\n**Objective:** Explore collaboration between mul tiple agents\n\n**Topics:**\n1. What is a Multi-Agent System?\n2. Common M ulti-Agent Patterns & Architectures\n3. Designing Multi-Agentic Systems\n\ n### Hands-on exercise: 60 mins\nBuild a multi-agent system for a real-wor ld use case.\n\n### 4. Model Context Protocol (MCP) - 30 mins\n**Objective :** Understand how MCP extends agent capabilities\n\n**Topics:**\n1. What is MCP?\n2. When & Why to Use MCP?\n3. Integrating MCP with Agentic System s\n\n### Hands-on exercise: 45 mins \nBuild an MCP client and connect it t o the agentic workflow.\n\n### 5. Q&A + open discussion - 30 mins\n\n**The workshop expands on the key concepts presented in this talk: https://yout u.be/zWWWi5tfkn4?si=SXbpzCFN62GDcAxa**\n\n## About the workshop instructor s\n**[Swetha A](https://www.linkedin.com/in/swetha0302)** is a software de veloper and GenAI enthusiast working as a Solution Consultant at Sahaj Sof tware. She is passionate about building intelligent systems that harness d eep learning and generative AI to solve real-world challenges. \n\n**Past talks & workshops:**\n1. The Fifth Elephant workshop on mastering prompt e ngineering across SDLC http://has.gy/v1bT - conducted at MathCo in Nov 202 5. \n2. https://sahaj.ai/events/under-the-hood-of-agentic-ai/\n3. https:// youtu.be/zWWWi5tfkn4?si=SXbpzCFN62GDcAxa\n4. The Fifth Elephant workshop o n Crafting multi-Agent systems that think and act - conducted at Dataweave in Mar 2026. (https://www.youtube.com/watch?v=TtT7xRGRUb8)\n\n**[Mahita D ](https://www.linkedin.com/in/mahita07)** is a full-stack developer passio nate in agentic systems and the evolving role of AI in software developmen t. Her work focuses on exploring innovative ways AI can simplify complex p roblems and address everyday challenges. Mahita's approach helps make work ing with AI systems more approachable and practical.\n\n**Past talks:**\n1 . https://sahaj.ai/events/ai-search-and-kubernetes-operators-explained/\n2 . https://sahaj.ai/events/under-the-hood-of-agentic-ai/\n3. https://youtu. be/zWWWi5tfkn4?si=SXbpzCFN62GDcAxa\n4. The Fifth Elephant workshop on Craf ting multi-Agent systems that think and act - conducted at Dataweave in Ma r 2026. (https://www.youtube.com/watch?v=TtT7xRGRUb8)\n\n## How to attend this workshop\nThis workshop is open for **[The Fifth Elephant annual memb ers](https://hasgeek.com/fifthelephant#memberships)**. \n\n**This workshop is open to 30 participants. Seats will be available on first-come-first-s erve basis.** 🎟️ \n\n## Contact information ☎️\nFor inquiries about the workshop\, contact +91-7676332020 or write to info@hasgeek.com LAST-MODIFIED:20260328T060003Z LOCATION:Pune - https://hasgeek.com/fifthelephant/crafting-multi-agent-sys tems-pune-edition/ ORGANIZER;CN="The Fifth Elephant":MAILTO:no-reply@hasgeek.com URL:https://hasgeek.com/fifthelephant/crafting-multi-agent-systems-pune-ed ition/ BEGIN:VALARM ACTION:display DESCRIPTION:Crafting multi-Agent systems that think and act in 5 minutes TRIGGER:-PT5M END:VALARM END:VEVENT END:VCALENDAR