🚀 Understanding Generative AI: From Basics to Production (LLMs, RAG & Agents)
with Sourav Paul
Generative AI is transforming how modern systems are built — but most resources focus either on theory or superficial demos. This session is designed to bridge that gap and give … Read more
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About this session
Generative AI is transforming how modern systems are built — but most resources focus either on theory or superficial demos. This session is designed to bridge that gap and give you a clear, practical, and engineering-focused understanding of how GenAI systems actually work in production.
Whether you're a backend engineer, aspiring AI developer, or someone exploring LLM-based systems, this session will help you move beyond buzzwords and build real intuition.
Your mentor
👋 Hi, I’m Sourav — a Senior Lead Software Developer with 12+ years of software engineering experience, specializing in scalable, resilient, event-driven, and distributed backend systems.
I help software engineers crack coding & system design interviews, transition into strong backend roles, and grow their careers through practical, hands-on mentorship.
🎯 **What I Can Help You With**
▪️ **System Design (HLD + LLD)** — Learn how to approach real-world architecture problems like a senior engineer.
▪️ **DSA & Coding Interviews** — Structured problem-solving, algorithms, complexity analysis, and LeetCode-style preparation.
▪️ **Backend Engineering** — Java, Spring Boot, microservices, APIs, databases, caching, messaging, and distributed systems.
▪️ **Distributed Systems** — Scalability, availability, fault tolerance, concurrency, consistency, and performance.
▪️ **Event-Driven Architecture** — Kafka, asynchronous processing, messaging, and event-driven microservices.
▪️ **AI & LLM Applications** — LLM fundamentals, RAG, LangChain, LangGraph, embeddings, vector databases, and AI-powered backend applications.
▪️ **Mock Interviews** — Coding, backend, HLD, LLD, and system design with actionable feedback.
▪️ **Career & Resume Guidance** — Resume reviews, interview preparation, career roadmaps, and guidance for developers starting or switching careers.
🏗️ **Architecture & Distributed Systems**
▪️ Microservices & Orchestrator Architecture
▪️ SAGA, CQRS, Event Sourcing, Outbox, Sidecar & Materialized View patterns
▪️ Distributed systems, scalability, resilience, fault tolerance & eventual consistency
▪️ Event-driven architecture using Kafka for high-throughput, loosely coupled communication
▪️ REST, gRPC, GraphQL, WebSocket & SOAP API design
▪️ Caching, load balancing, database optimization & performance engineering
▪️ Resilience patterns — retries, circuit breakers, idempotency, fault isolation & graceful degradation
🤖 **AI & Modern Backend Engineering**
▪️ LLM & AI application architecture
▪️ Retrieval-Augmented Generation (RAG)
▪️ LangChain & LangGraph
▪️ Embeddings & Vector Databases
▪️ Integrating LLMs with backend and microservices
▪️ Designing scalable, production-ready AI applications
💻 **Tech Stack**
Java | Spring Boot | Kafka | Redis | MySQL | Cassandra | Docker | Kubernetes | AWS/Cloud | CI/CD | REST | gRPC | GraphQL | LLMs | RAG | LangChain | LangGraph
🧠 **My Mentorship Style**
🤝 Hands-on & practical learning
🗺️ Structured roadmap tailored to your goals
💬 Honest feedback with a clear improvement plan
🏗️ Real-world engineering, architecture & trade-off discussions
🚀 **What You’ll Gain**
You’ll learn to design scalable systems, solve complex coding problems, approach HLD/LLD interviews with confidence, build production-grade backend and AI applications, improve your interview performance, and develop a clear roadmap for your software engineering career.
🎯 Whether you're preparing for a top product-company interview, streng
What mentees say
“I had a great experience with SP. He explains things clearly and in a simple way, which makes them easy to understand. He is very friendly and supportive, always ready to help whenever I have questions. I also really…”
Tien
Lite Plan · 2 months
“Thank you for such a great career development conversation. Your advice was incredibly detailed and thoughtful, and you took the time to explain everything very clearly. I truly found the session valuable and motivating.”
Tien
Session
“It was a great first session — Sourav clearly know his stuff and explain complex topics in a way that makes them easier to understand.”
Alexander
Session
“Sourav helped me tremendously by sharing his experience and guiding me on what to focus on when changing companies”
Rafał
Session
Frequently asked questions
What exactly is a session?
A session is a focused one-on-one call with your mentor. Use it to get feedback, work through a specific problem, review your work, or get unstuck. You reserve up to 30 min of their time.
How do I pick a time?
After checkout you pick a slot from Sourav's live availability, and it's confirmed on the spot.
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Can I reschedule?
Yes, up to 24 hours before the session. Message your mentor and find a new time that works for both of you.
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Scheduling conflict? No-show? Cancel session & get your money back instantly.
Only 2 spots left