Lessons from the Trenches: Building Production-Ready Multi-Agent Systems

## Building Production-Ready Multi-Agent Systems

We’re back with another edition of Sahaj Software's DevDay in Hyderabad, where curious minds meet deep tech.

📅 Date: Saturday, 6 September 2025
📍 Location: CIE, IIIT Hyderabad

### About the Event

Multi-agent systems are no longer just a research topic — they’re becoming an essential architectural pattern for building intelligent, adaptive, and scalable applications. From autonomous planning to tool invocation, context management, and inter-agent collaboration, these systems are transforming how we design AI-powered solutions.

But taking them from concept to production? That’s where the real challenges lie — accuracy, latency, and operational costs can quickly become deal-breakers.

This follow-up session to our previous hands-on workshop on multi-agent systems dives deeper into real-world implementation strategies. Through an enterprise-grade case study of a conversational AI assistant, we’ll explore how to:

• Build a blueprint for production-ready multi-agent systems
• Design deterministic automated tests for non-deterministic LLMs
• Improve latency and accuracy while controlling costs
• Enable agents to interact seamlessly with both structured and unstructured enterprise data

If you’ve ever written a chatbot, played with APIs, or explored LLM/RAG concepts — you’ll feel right at home.

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### Key Takeaways

✅ Blueprint for a production-ready multi-agent system
✅ Strategies for deterministic automated testing of LLM-based workflows
✅ Techniques to boost performance while minimising costs
✅ Lessons from building and deploying a production-ready multi-agent application

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### Target Audience

• Python developers and AI enthusiasts
• Engineers working with LLMs, RAG pipelines, or chatbots
• Anyone curious about building scalable AI-driven applications

### Speaker

Sibin Bhaskaran – Solution Consultant, Sahaj AI Software
With over a decade of hands-on experience, Sibin has worked across backend development, mobility, RPA, and machine learning. Passionate about bridging technology and business needs, he has led projects that bring cutting-edge AI to enterprise applications.

💡 Missed our previous DevDay hands-on workshop on building multi-agent systems?
Catch up here: Past Workshop Details

🚀 Come for the insights, stay for the conversations.
Join us to learn how to take multi-agent systems from a fun prototype to a production-ready powerhouse.