Umair Hamid Thakur

University of Mumbai

Mumbai Suburban, Maharashtra, India

Since April 27, 2026

About

AI Engineering Deputy Manager and Senior Gen AI Consultant with 5+ years leading the delivery of enterprise-scale LLM systems, AI agents, and GenAI platforms across global organisations. Proven record of building and directing AI engineering teams, translating complex business problems into robust, production-ready AI architectures, and owning end-to-end delivery from experimentation through to deployment. Expert in agentic workflow design (LangGraph, LangChain, LlamaIndex), RAG architecture (pgvector, FAISS, Pinecone), frontier model integration (GPT-4o, Claude, open-weight LLMs), and enterprise MLOps on Azure, GCP, and AWS. Combines deep technical credibility with a strong ROI-focused mindset – championing responsible AI governance, regulatory compliance, and cost-efficient deployment strategies. Background in aerospace engineering reinforces safety-critical thinking, precision, and structured problem-solving applied across every AI initiative.

Skills

AI EngineersData science & AnalyticsAi Product StrategyTransformer ArchitectureModel OptimizationStakeholder ManagementAi Model EvaluationAi Driven DevelopmentMachine Learning ArchitectureMlopsPOCs and Production PilotsOpen SourcePandas, NumPyGo-to-MarketAi Ml IntegrationLead AI Product ManagerLLMOps & InfrastructureAI/ML FrameworksBusiness AnalystProblem SolvingLlmopsAi GovernanceEnterprise Ai InfrastructureRag SystemsAI guardrails like NeMo GuardrailsAi PlatformsModel EvaluationAzure OpenaiFine TuningAutogenAWS Cloud ServiceGoogle Cloud ServicesGit-GitHubDocker / KubernetesLeadershipDecision MakingTeam LeadershipPerformance ManagementInnovation ManagementTechnical LeadershipProduct Strategy

Education

University of Mumbai

MSc. Data Science and Big Data Analytics · Data Science and Big Data Analytics

July 31, 2022 – February 29, 2024

PRIN L N WELINGKAR INSTITUTE OF MANAGEMENT DEVELOPMENT AND RESEARCH

MBA · Business Administration / Management

December 31, 2021 – December 31, 2023

The Bombay Flying Club's College of Aviation, N.S.Road No.6 (Next to Jamnabai Narsee School, Gate no.4) J.V.P.D. Scheme Vile Parle (W), Mumbai400 056

BSc. · Aeronautical

July 31, 2017 – January 31, 2021

Key Strengths

Extensive senior-level experience (5+ years) in AI Engineering and GenAI consulting, leading enterprise-scale LLM systems, AI agents, and GenAI platforms.
Proven leadership in building and directing AI engineering teams, translating complex business problems into robust, production-ready AI architectures, and owning end-to-end delivery.
Deep expertise in agentic workflow design (LangGraph, LangChain, LlamaIndex), RAG architecture (pgvector, FAISS, Pinecone), frontier model integration (GPT-40, Claude, open-weight LLMs), and enterprise MLOps on Azure, GCP, and AWS.
Strong ROI-focused mindset, championing responsible AI governance, regulatory compliance, and cost-efficient deployment strategies.
Demonstrated ability to architect and ship production-grade agentic AI systems using FastAPI, LangGraph, and LangChain, including multi-agent orchestration and RAG pipelines.
Experience with fine-tuning foundation models (LoRA, QLoRA) and deploying AI systems on cloud platforms (Azure, Docker, Kubernetes, Triton Inference Server).
Strong commitment to Responsible AI practices, including explainability (SHAP, LIME), bias auditing, and compliance documentation.
Academic background includes two Master's degrees (Data Science and Big Data Analytics, MBA E-Commerce Management) and a Bachelor's in Aeronautical Engineering, indicating a strong analytical and structured problem-solving foundation.
Awards and achievements (Colgate Chairman's YCMAD Award, i-Appreciate Winner, Bombay Stock Exchange Hackathon 1st Prize) highlight significant contributions and innovation.

Cultural & Operational Fit

Cultural Fit Analysis

The psychometric test score is 0 out of 500, which is a critical concern regarding the candidate's logical reasoning, work attitude, stress handling, and team collaboration. While the resume highlights experience in leading cross-functional teams, championing responsible AI, and contributing to a Centre of Excellence, these positive indicators are directly contradicted by the formal assessment result. Without further context or re-evaluation, this score suggests a significant mismatch in core cultural and operational attributes. The candidate's stated commitment to responsible AI governance and collaborative work environment, as per the resume, is not supported by the provided psychometric assessment score.

Soft Skills & Operational Fit

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Evaluating your skill match against the job requirements…

Key Strengths

Extensive senior-level experience (5+ years) in AI Engineering and GenAI consulting, leading enterprise-scale LLM systems, AI agents, and GenAI platforms.
Proven leadership in building and directing AI engineering teams, translating complex business problems into robust, production-ready AI architectures, and owning end-to-end delivery.
Deep expertise in agentic workflow design (LangGraph, LangChain, LlamaIndex), RAG architecture (pgvector, FAISS, Pinecone), frontier model integration (GPT-40, Claude, open-weight LLMs), and enterprise MLOps on Azure, GCP, and AWS.
Strong ROI-focused mindset, championing responsible AI governance, regulatory compliance, and cost-efficient deployment strategies.
Demonstrated ability to architect and ship production-grade agentic AI systems using FastAPI, LangGraph, and LangChain, including multi-agent orchestration and RAG pipelines.
Experience with fine-tuning foundation models (LoRA, QLoRA) and deploying AI systems on cloud platforms (Azure, Docker, Kubernetes, Triton Inference Server).
Strong commitment to Responsible AI practices, including explainability (SHAP, LIME), bias auditing, and compliance documentation.
Academic background includes two Master's degrees (Data Science and Big Data Analytics, MBA E-Commerce Management) and a Bachelor's in Aeronautical Engineering, indicating a strong analytical and structured problem-solving foundation.
Awards and achievements (Colgate Chairman's YCMAD Award, i-Appreciate Winner, Bombay Stock Exchange Hackathon 1st Prize) highlight significant contributions and innovation.

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit