Mastering Intelligent Agents
2-day Workshop
Build, deploy & monitor advanced Agentic AI Systems
October, 2025
6:00 - 9:00 PM GMT+2
Online (Live via Zoom)
450 € 405 €
Workshop Overview
Deep-Dive into Agentic AI & Agentic RAG Systems
New to Agentic AI and eager to master it end-to-end? Over two days including six hands-on modules, you’ll learn how to design, build, deploy, and monitor intelligent agents using industry-standard frameworks.
Here's what we'll focus on:
- Core concepts of Generative AI, Agentic AI, and Agentic RAG systems
- Architecting agents with design patterns (Tool-Use, Reflection, Planning, Multi-Agent)
- Building with LangChain, LangGraph, and CrewAI
- Deploying agents as APIs and monitoring them with FastAPI, LangFuse, or Arize AI Phoenix
Who is this workshop for?
- Junior / Mid-level developers and data / ML professionals
- Bootcamp graduates or self-taught tech enthusiasts
- Entrepreneurs & Teams looking to apply Agentic AI to their businesses
- Curious minds with some coding and machine learning experience
Workshop Requirements?
- Prerequisites: Good knowledge of Python, NLP & Generative AI
- Tools Used: Google Colab, RunPod.io, LangChain, LangGraph, CrewAI, FastAPI, LangFuse
- What’s Provided: Slides, datasets, full code notebooks, cloud infrastructure for deployment
Note: Some free API accounts may be required (e.g. Tavily, WeatherAPI). Setup instructions will be sent in advance.
Workshop Agenda
Day 1: (6PM - 9PM GMT+2)
Module 1 – Generative & Agentic AI Essentials
- Generative AI recap, LLM prompting & RAG
- Agentic AI overview & components (LLMs, tools, memory, prompts, routers, workflows)
- Hands-on: LangChain prompting & tool calling
Module 2 – Build Basic Agentic AI Systems
- LangGraph fundamentals & ReAct pattern
- Hands-on: ReAct agents with LangGraph & CrewAI
- Hands-on: Text2SQL data assistant agent
Module 3 – Memory Management & Conversational Agents
- Short- vs. long-term memory, context windows
- Internal & external memory stores
- Hands-on: Agentic AI financial assistant with LangMem
Day 2: (6PM - 9PM GMT+2)
Module 4 – Advanced Agentic Workflows
- Design patterns: Tool-Use, Planning, Reflection, Multi-Agent
- Hands-on: Deep research & hierarchical multi-agent systems
Module 5 – Agentic RAG Systems
- Architecting Router RAG, Adaptive RAG, Corrective RAG
- Hands-on: Customer support resolution with Router RAG
Module 6 – Deployment & Monitoring (APIs + Cloud Tools)
- End-to-end workflow: build, deploy, monitor
- Hands-on: FastAPI web service, cloud deployment, monitoring with LangFuse/Arize Phoenix
Meet your instructor
Gain valuable insights from the industry and elevate your knowledge
Dipanjan Sarkar
Guest lecturer & Principal AI Scientist
Dipanjan (DJ) Sarkar is a recognized data science expert, author, and consultant with over nine years of experience applying machine learning and artificial intelligence across industries. Named a Google Developer Expert in Machine Learning in 2019 and a Champion Innovator in Cloud AI/ML in 2022, DJ has led analytics initiatives at leading organizations including Intel, Red Hat, IBM, and Applied Materials. He has designed and delivered scalable data solutions for both startups and Fortune 100 companies, and continues to advise on cutting-edge AI projects worldwide. As a published author, DJ has written books and courses such as *Text Analytics with Python*, which is frequently cited in university programs. In addition to his consulting work, he mentors data professionals globally through platforms like Springboard, MentorCruise, and several academic institutions, having supported the growth of over 500 practitioners in the field.
About Constructor Academy
Constructor Academy is one of Europe’s leading tech bootcamps, ranked among the Best AI & Machine Learning Bootcamps of 2025 by Course Report. With locations in Zurich, Munich, Bremen, and Online, we offer immersive, project-based training in:
- Full-Stack Web Development (Front-End & Back-End)
- Data Science and Artificial Intelligence (AI)
- Specialized courses in Generative AI, Python Programming, and Digital Product Development
Our intensive bootcamps are designed for career changers, beginners, and upskillers who want to break into tech or advance their careers. With over 1,200 graduates now working at top companies like Google, UBS, Swiss Airlines, and Deutsche Bahn, we know how to get you job-ready.
