GenAI Lead

1 week ago


bangalore, India L&T Finance Full time

GenAI Lead Engineer– Job Description

Role 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 pipelines


2. 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, A2A


Additional Good to have Tech Stack:

  • DevOps: Docker, GitHub Actions, Jenkins, GKE, Cloud Run
  • Infra & Tools: GCP, Azure, Pub/Sub,Artifact Registry, NGINX, Langfuse, Postman, Pytest


Years of Experience:

Overall Experience: 10+ years of experience (with 2+ years in GenAI)

Location: Bangalore.


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