Machine Learning Accelerator Summit 4.0
Two days of hands-on workshops on LLMs, ReAct agents, LangGraph orchestration & MCP — building toward a live autonomous-agent challenge. From first principles to production-grade pipelines.
About MLAS 4.0
From just prompting AI to actually building AI agents.
MLAS 4.0 is a two-day, hands-on dive into LLMs, ReAct agents, LangGraph, and MCP, taking you from first principles to production-grade agentic pipelines.
Think you've mastered AI through prompting? Put it to the test in our live autonomous-agent challenge.
And then let your agents take the flight.
Community Partners
Supported by leading local tech communities driving the AI ecosystem forward.
ML Kolkata
Event Schedule
A continuous journey through Day 1 and Day 2 AI concepts.
How LLMs Actually Think. PS: They don't
Watch how the weights calibrate, understanding exactly what you're building on top of before you build anything.
Prompting Like an Engineer
Zero-shot, few-shot, chain-of-thought, hands-on techniques that get dramatically better output from the same model.
Context Windows & Context Engineering
More context isn't always better. Learn to curate exactly what your model needs to see, and why the rest hurts you.
Foundations of Agentic AI
Agents vs. Agentic AI vs. Gen AI - map the landscape and see where real autonomy actually begins.
Build Your First Agent
Tool calling, the ReAct loop, and a live LangChain build - walk out with a working agent.
Why Multi-Agent?
One agent hits a ceiling fast. Explore the patterns - Supervisor, Sequential, Swarm - that let agent teams outperform any single agent.
Orchestrating Agents with LangGraph
Build a Supervisor system that routes real tasks between a Researcher and a Writer agent - your first coordinated agent team.
The Secret Agent Challenge Begins
You'll get a mystery agent to work with. What it needs to do - and what you're up against - stays under wraps until you're in the room.
Build & Win
The clock starts, the rules are simple, and the leaderboard doesn't lie. Everything else, you'll figure out live.
Leaderboard Reveal
Every team's agent goes head-to-head on unseen problems. No judges, no debates - pure score.
Frequently Asked Questions
Everything you need to know about our community events and ecosystem.
Contact Us
Have questions about the event or schedule? Reach out directly to our team leads below.