GenAI Lead

1 week ago


Pune, India L&T Finance Full time

GenAI Lead Engineer– Job DescriptionRole Overview:We’re looking for a GenAI lead to design, build, and deploy intelligent LLM-powered systems—from single-agent chatbots, copilots to complex multi-agent applications—at scale. We are particularly interested in candidates who have hands-on experience in taking GenAI applications from concept to production, especially within high-volume B2C environments. This role prioritizes individuals who understand the nuances of deploying, maintaining, and optimizing GenAI solutions for real-world users, beyond the scope of Proof-of-Concept (PoC) development. You will work across the full stack, integrating LLMs, microservices, vector databases, backend APIs, and modern cloud infrastructure.Key Responsibilities:1. GenAI Application Development & Deployment- Develop scalable, asynchronous microservices using Python (FastAPI) for chatbots, copilots, and agentic workflows.- Design event-driven architectures to support high concurrency, rate limiting, and real-time responsiveness.- Implement secure, versioned REST/gRPC APIs- Use Pydantic, dependency injection, and modular coding practices for maintainability.- Proficient in working with databases using ORMs like SQLAlchemy- Ensure observability using logging, metrics, tracing, and health checks.- Create responsive React.js frontends integrated via REST APIs or WebSockets.- Deploy applications on Cloud Run, GKE, using Docker, Artifact registry, CI/CD pipelines2. LLM-Powered Conversational Interfaces- Design and build LLM-powered chatbots, voicebots, copilots and other applications using LangChain or custom orchestration frameworks.- Integrate enterprise-grade LLM APIs (Gemini, OpenAI, Claude) for multi-turn, intelligent interactions.- Implement user session management and context/state tracking for personalized and continuous conversations.- Build RAG pipelines with vector databases, knowledge graphs to ground responses with external knowledge and documents.- Apply advanced prompt engineering (ReAct, Chain-of-Thought with tool calling) for precise and goal-oriented outputs.- Ensure performance in low-latency, streaming environments using WebSockets, gRPC, and SIP media gateways.- Perform fine-tuning of open-source LLMs (LLaMA variants) using techniques like SFT, LoRA, for cost-effective domain adaptation.- Optimize high-speed inference pipelines leveraging multi-GPU clusters (up to 8x H100s) to reduce latency and improve throughput.3. Multi-Agent Systems & Orchestration- Create multi-agent systems & Implement orchestration patterns like supervisor-agent, hierarchical, and networked agents using frameworks like ADK, Pydantic AI and LangGraph.- Use LangGraph for stateful workflows with memory, conditional branching, retries, and async execution.- Enable persistent context and long-term memory- Monitor behavior, drift, and performance using observability tools.- Skilled in developing agents with ADK and A2A protocols & experienced in configuring custom and remote MCP servers.Preferred Tech Stack:- Languages/Frameworks: Python, FastAPI, HTML, CSS, React.js, LangChain, LangGraph, Pydatic AI, ADK (Agent Development Kit)- LLMs & Agents: OpenAI (GPT-4), Claude, Gemini, Mistral, LLaMA 3.2/4- Databases: BigQuery, Redis, FAISS, Pinecone, SQLAlchemy, Chroma, GCP Vector search- Protocols/APIs: REST, gRPC, WebSockets, OAuth2, OpenAPI, MCP, A2AAdditional Good to have Tech Stack:- DevOps: Docker, GitHub Actions, Jenkins, GKE, Cloud Run- Infra & Tools: GCP, Azure, Pub/Sub,Artifact Registry, NGINX, Langfuse, Postman, PytestYears of Experience:Overall Experience: 10 + years of experience (with 2+ years in GenAI)Location: - Pune


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