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AI Engineer with 3+ years in AI, ML & Generative AI
I am excited to apply for the AI Engineer / Machine Learning Engineer position. With 3 years of experience designing and deploying production-grade AI, Machine Learning, and Generative AI solutions, I bring hands-on expertise in building scalable enterprise AI systems across BFSI, Retail, and Supply Chain domains. In my current role as an Associate Consultant – AI Engineer at Hoonartek, I have contributed to 35+ AI/ML applications through the RealizeAI innovation lab. My work includes developing RAG pipelines, multi-agent AI systems, Graph RAG architectures, intelligent automation platforms, and enterprise chatbot solutions using LangChain, LangGraph, Google ADK, and modern LLM ecosystems. I have engineered enterprise-grade multi-agent workflows with agent orchestration, tool integration, and on-premises LLM deployment pipelines to support scalable AI automation. I also designed and operationalized end-to-end machine learning pipelines on Databricks using offline and online feature stores, Delta tables, model serving, and managed environments for scalable training and real-time inference. Additionally, I built an Agentic RAG-based L1/L2 support automation platform integrated with Jira workflows, automating 80% of IT/HR support requests and improving resolution efficiency by 60%. My experience also includes developing OCR and document intelligence pipelines, NLP-to-SQL AI systems, and Graph RAG solutions using Neo4j for enterprise knowledge retrieval and intelligent decision-making. I am proficient in Python, AWS, Databricks, OpenAI, Gemini, Llama, LangChain, LangGraph, Google ADK, Neo4j, FAISS, Pinecone, and modern AI orchestration frameworks. I am passionate about building reliable, scalable, and business-focused AI systems that deliver measurable operational impact. I would welcome the opportunity to contribute my experience in AI engineering, Machine Learning, Generative AI, and agentic workflows to your organization. Thank you for your time and consideration. I
Hoonartek
Associate Consultant – AI Engineer
June 1, 2023 – Present
India
Cultural Fit Analysis
The candidate's experience across BFSI, Retail, and Supply Chain domains suggests adaptability and exposure to diverse business challenges. The involvement in an 'innovation lab' (RealizeAI) indicates a potential fit for a culture that values experimentation and cutting-edge technology. However, with only one listed employer and no explicit project diversity beyond the innovation lab, the breadth of cultural fit cannot be fully assessed. The target role of AI Engineer aligns well with the candidate's specialized experience.
Soft Skills & Operational Fit
The candidate's resume highlights a focus on building reliable, scalable, and business-focused AI systems, indicating a practical and results-oriented approach. The description of automating IT/HR support requests suggests problem-solving and efficiency-driven soft skills. However, without specific psychometric or English test results, a comprehensive assessment of communication, logical reasoning, work attitude, stress handling, and team collaboration is not possible.