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Stop building a new dashboard for every business question. Design an agentic RAG system that turns plain English into safe SQL, charts, and explanations, with intent routing, query-correction loops, and the production guardrails real users need.
Message a mentor about fit, prerequisites, or where to start. Replies come on WhatsApp, usually within a day.
Engineers are learning here from
Build the app every data team wishes they had: a chatbot that converts natural language to SQL, auto-generates Plotly visualizations, and runs on a LangGraph multi-agent architecture, complete with guardrails, error handling, and a Chainlit UI you can deploy today.
Build production agentic AI systems, from architecture to deployment.
What you'll ship
What you'll learn
Curriculum
Introduction to agentic RAG
Understand the problem, architecture, and set up your development environment
Database knowledge base
Understand the e-commerce dataset and schema context
Agent state & foundations
Learn LangGraph fundamentals, state management, and agent personas
Core agent implementations
Build the Guardrails, SQL, Executor, Error, and Analysis agents
Visualization pipeline
Build intelligent visualization decision and Plotly chart generation
LangGraph workflow orchestration
Build the StateGraph that connects all agents together
Chainlit UI integration
Build the chat interface with Chainlit
Production project
Run, customize, and extend your chatbot
Who it's for
who want to build practical multi-agent systems beyond chatbots
tired of writing ad-hoc SQL for every stakeholder question
who want to add AI-powered data exploration to their products
FAQ
No. The workshop teaches LangGraph from the ground up. You should be comfortable with Python and basic LLM concepts.
PostgreSQL via Docker. The workshop includes a sample dataset so you do not need your own data to follow along.
Yes. The architecture is designed to be database-agnostic. Swap the connection string and schema, and the agent adapts.
This is an advanced workshop. You should have completed the RAG Fundamentals and Building AI Agents courses first, or have equivalent experience.
Pricing
One subscription unlocks every paid course and workshop replay. Pick yearly or monthly.
Unlock with Pro
You save 47% with regional pricing
Billed annually. Cancel anytime.
Still deciding? Ask Param a question
Build production agentic AI systems, from architecture to deployment.
Advanced RAG Course: Build Text to SQL Agentic AI System
From $16/mo with Pro