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Forward Deployed AI Engineer – Deputy Manager

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Onsite

Forward Deployed AI Engineer – Deputy Manager

Avant Garde

Forward Deployed AI Engineer – Deputy Manager

Skills

DockerPythonData ScienceAIKubernetes

25 days ago

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Important information


Contract type:

Permanent

Location:

Mumbai, Maharashtra, India

Work mode:

Onsite

Published on:

29 September 2026

What they need


We are hiring a hands-on AI engineer to design, build and deploy production-grade enterprise AI solutions for a leading financial markets infrastructure organisation. The role works closely with business and technology teams to convert high-value use cases into secure, scalable applications.

Key responsibilities:

  • Build and productionise Retrieval-Augmented Generation (RAG) pipelines, LLM-based agents and agentic workflows.
  • Develop Python services, APIs, data ingestion and transformation pipelines, and integrations with enterprise systems.
  • Work with vector or graph databases and improve retrieval quality through chunking, embeddings, hybrid search and reranking.
  • Implement evaluation, prompt and model guardrails, access controls, auditability, observability and performance monitoring.
  • Containerise and deploy services using Docker and Kubernetes; contribute to CI/CD and MLOps/LLMOps practices.
  • Partner with users through discovery, prototyping, rollout and adoption while retaining hands-on production ownership.

Candidate profile:

  • 3 to 6 years of relevant experience, with recent hands-on ownership of production AI or GenAI applications.
  • Strong Python development, API engineering and data pipeline skills.
  • Demonstrated experience with production RAG, LLM agents or agentic AI workflows.
  • Working knowledge of vector databases such as Pinecone, Milvus, Qdrant, Weaviate or pgvector.
  • Exposure to cloud or on-premise deployments, Docker, Kubernetes, CI/CD, observability and security controls.
  • Clear communication and ability to work with business stakeholders in a regulated environment.

Qualification: BE/BTech/MCA in Computer Science, IT, Data Science or an allied engineering discipline.

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