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Lead AI/ML Engineer

Milestone Technologies
  • 🇮🇳 India
  • Staff / Principal
  • 8 hours ago
  • AI
  • RAG
  • Vector Search
  • AI/ML
  • Python
  • System Design
  • LangGraph
  • LangChain
  • Semantic Kernel
  • AutoGen
  • Azure OpenAI
  • AWS Bedrock
  • Vertex AI
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Lead AI Engineer

Role Summary

Lead the design and delivery of GraphRAG, Retrieval-Augmented Generation (RAG), orchestration, and knowledge graph capabilities for enterprise AI solutions. Provide technical leadership, guide engineering teams, drive architecture decisions, and ensure scalable, production-ready implementations across retrieval, semantic reasoning, and agent-based workflows.

Key Responsibilities

  • Lead development and delivery of GraphRAG, RAG, orchestration, and semantic AI capabilities.
  • Define technical standards, best practices, and solution architecture for AI feature development.
  • Mentor AI Engineers through design reviews, code reviews, and technical guidance.
  • Design and optimize prompts, retrieval pipelines, embeddings, and vector search strategies.
  • Lead implementation of GraphRAG-based dynamic query generation and graph-aware retrieval.
  • Drive knowledge graph schema evolution, ontology mapping, and semantic disambiguation efforts.
  • Own integration of retrieval pipelines with agent routing, orchestration, and response generation.
  • Collaborate with Architects, Backend Engineers, Product Owners, and Knowledge Graph teams.
  • Establish evaluation frameworks, golden datasets, grounding strategies, and quality metrics.
  • Define sprint acceptance criteria and ensure successful delivery of AI capabilities.
  • Document architecture decisions, implementation patterns, and future fine-tuning roadmaps.

Required Skills & Experience

  • 10+ years of software engineering experience with7+ years in AI/ML engineering.
  • Strong expertise inPython and enterprise-grade application development.
  • 5+ years of hands-on experience withRAG, GraphRAG, LLM applications, and semantic search.
  • Proven experience designing and implementing GraphRAG architectures and knowledge graph solutions.
  • Deep understanding of vector databases, retrieval pipelines, embeddings, and prompt engineering.
  • Experience with SPARQL, ontology management, graph databases, and graph-aware retrieval.
  • Strong architecture, system design, and technical leadership experience.
  • Experience defining AI evaluation frameworks, golden datasets, and grounding strategies.
  • Demonstrated ability to lead technical delivery and mentor engineering teams.

Preferred Qualifications

  • Experience building enterprise or regulated AI platforms.
  • Hands-on experience withLangGraph, LangChain, Semantic Kernel, AutoGen, or similar frameworks.
  • Experience implementing production-scale GraphRAG and agentic AI solutions.
  • Familiarity with Azure OpenAI, AWS Bedrock, Vertex AI, or similar AI platforms.
  • Experience working with Knowledge Graph governance and validation teams.
  • Exposure to pharma, biotech, manufacturing, or scientific data domains.
  • Experience authoring architecture documents and technical strategy recommendations.

Education

Bachelor’s or Master’s degree in Computer Science, AI/ML, Data Science, or a related field, or equivalent practical experience.

Lead AI/ML Engineer · Milestone Technologies

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