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Generative AI / ML Lead

Generative AI / ML Lead

ConfidentialMumbai, India
6 days ago
Job description

Job Description

Role Summary

We are looking for a Generative AI / ML Lead with advanced cloud architecture expertise , deep knowledge of RAG and agentic AI patterns , and hands-on leadership in delivering enterprise-grade AI solutions. This role combines strategic vision with technical depth , leading a team of engineers to implement AI-powered applications at scale, including edge and hybrid deployments .

Key Responsibilities

  • Strategize GenAI or ML solution architecture across cloud, edge, and hybrid environments.
  • Experience in evaluating LLM applications and developing observability frameworks
  • Research and implement latest technology and frameworks
  • Experience working with diffusion models like Stable Diffusion, MidJourney, Runway, Imagen, Veo etc.
  • Experience in working with structured data along with LLMs frameworks
  • Lead design and implementation of RAG-based knowledge systems and agentic AI workflows .
  • Select and integrate enterprise-grade AI models (OpenAI, Anthropic, Mistral, LLaMA, custom fine-tuned models).
  • Drive cloud-native AI deployments leveraging AWS, Azure, and GCP AI services.
  • Architect LLMOps pipelines for scalable AI model lifecycle management.
  • Implement AI governance, risk management, and compliance frameworks for regulated industries.
  • Lead PoCs and pilots , then guide them to production-grade rollouts.
  • Evaluate and optimize AI cost, performance, and security trade-offs.
  • Mentor and manage AI engineers, setting best practices for RAG, agentic, and edge AI . Be responsible and own delivery outcomes for all GenAI initiatives, ensuring scope, timelines, and quality targets are met.
  • Collaborate with business stakeholders to translate needs into AI-powered products .
  • Establish AI monitoring and observability (drift detection, hallucination tracking, usage analytics).

Required Skills

  • 8–15 years of technology experience, with 4+ years in AI / ML and 2+ years in GenAI .
  • Proven leadership in cloud AI architectures (AWS Bedrock / SageMaker, Azure OpenAI, GCP Vertex AI).
  • Strong expertise in RAG architectures, embeddings, and semantic search .
  • Experience in agentic AI frameworks (LangGraph Agents, Autogen, CrewAI, OpenAI / Google Agent SDK).
  • Advanced knowledge of vector stores, distributed search, and multi-modal AI .
  • Proficiency in edge AI deployments and low-latency AI inference optimization.
  • Expertise in cloud networking, identity, and security for AI workloads.
  • Strong understanding of AI product lifecycle , from ideation to production.
  • Excellent stakeholder management and team leadership skills.
  • Step in as a hands-on problem solver to debug, optimize, or redesign solutions when engineers encounter roadblocks.
  • Conduct code and architecture reviews to maintain engineering excellence.
  • Preferred Skills

  • Experience in build, test and deploy various ML models
  • Experience in building MCP, A2A protocol
  • Experience with AI marketplaces and model hosting .
  • Multi-cloud AI cost optimization strategies.
  • Contributions to AI architecture standards in enterprise settings.
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