Ajith K.
AI Data Engineer | Expert in RAG, LLMs & Agentic Workflows | Cloud-Native Data Architect | Aspiring Technical Product Manager for AI Systems
- Role
- Data Engineer at MOURI Tech
- Location
- Dallas-Fort Worth, TX, US
- LinkedIn followers
- 500 followers
About Ajith K.
I’m an AI-focused Engineer with 5+ years of experience building LLM-powered data systems,…
Experience
Data Engineer
Oct 2024 — Present · US
AI & Intelligent Agents Built intelligent multi-agent systems using CrewAI, integrating them with enterprise knowledge bases to enhance contextual awareness and response accuracy. Developed Chat-to-SQL Agents using Azure OpenAI and AWS Bedrock to convert natural language queries into optimized SQL, supporting dynamic metadata handling, query validation, and result generation. Developed Account Manager (AM) Agents for Business Central, automating revenue tracking, invoice retrieval, and customer communications using function-based pipelines and LLM reasoning. Implemented an HR Chat Assistant using RAG architecture (AWS Bedrock + OpenSearch) to deliver precise, context-aware employee support responses. LLM-Powered Automation & Generative AI Engineered a Data Extraction API using OpenAI\'s LLMs to automate data dependency analysis—reducing manual effort by 60%. Fine-tuned Stable Diffusion models on AWS Bedrock for generative image applications, optimizing with hyperparameter tuning and robust evaluation metrics. Cloud-Native Data Engineering & Analytics Designed a cost-efficient data lake + warehouse architecture, cutting storage costs by 30% and boosting data retrieval performance by 50%. Led cross-functional collaboration to translate business requirements into scalable, maintainable ETL pipelines, leveraging Generative AI for dynamic transformation and summarization.
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