Anand Krishna
@anandkrishna
I engineer production-ready agentic RAG systems, building scalable LLM microservices that improve enterprise workflows.
What I'm looking for
I’m an innovative engineering professional with 11 years of experience in production-ready generative AI systems, specializing in RAG, LangGraph, and LangChain. In my current role at Medtronic Minimed India Private Limited, I design multi-agent summarization and document intelligence workflows that accelerate complex review workflows across clinical documents.
I focus on scalable, low-latency AI microservices: multi-source RAG ingestion on AWS, asynchronous multi-agent orchestration with state and tool-calling, and secure semantic search ecosystems. I also build programmatic evaluation frameworks for hallucination checks, deploy with FastAPI/Docker/Kubernetes/MLflow, and integrate Human-in-the-Loop (HITL) workflows for validation and regulatory compliance.
Experience
Work history, roles, and key accomplishments
MDR/Vigilance Specialist II
Apr 2022 - Present (4 years 3 months)
Designed and implemented a production-grade multi-agent summarization framework for automating multi-step reasoning across clinical documents, accelerating review workflows by 45%. Deployed RAG ingestion pipelines on AWS S3 and integrated Human-in-the-Loop (HITL) workflows for data validation and regulatory compliance.
Developed machine learning endpoints using classification techniques (random forest, XGBoost) to improve anomaly detection rates by 28%. Built automated Python data pipelines to clean, normalize, and extract diagnostic features, saving 15 hours per week in manual preparation.
Developed end-to-end Python automation solutions with statistical risk models, reducing operational auditing lifecycles from days to hours. Conducted testing for medical devices to ensure compliance and developed/executed test plans for software applications in surgical environments.
Engineered Python-based text extraction scripts to accelerate gap assessments and DHF remediation during a transition from MDD to EU-MDR. Standardized FMEA records using programmatic data cleansing and automated extraction/structuring of risk assessment and RACT mitigation data.
Engineer
ARR Precision Works
Apr 2017 - Dec 2018 (1 year 8 months)
Reviewed and modified GD&T drawings and prepared PPAP quality documents for component submission to ensure industry compliance. Conducted feasibility studies and collaborated with cross-functional teams to design manufacturing/process solutions.
Engineer
JBM Ogihara Automotive India Ltd.
Jul 2015 - Mar 2017 (1 year 8 months)
Prepared PPAP documents including Control Plan, FMEA, PFD, and SDS, and reviewed drawings to support process study and layout inspection for project timelines. Performed documentation and drawing reviews to support manufacturing/process planning.
Education
Degrees, certifications, and relevant coursework
BITS Pilani
Master of Technology (M.Tech), Artificial Intelligence
M.Tech in Artificial Intelligence and enterprise AI model serving. Bridged experimental AI models with production-ready enterprise systems using FastAPI, Docker, Kubernetes, and MLflow.
Punjab Technical University
Bachelor of Technology (B.Tech), Mechanical Engineering
2010 - 2014
Grade: 3
Activities and societies: Part of Organising Committee for any kind fest at the college
Graduated in Mechanical Engineering with specializing New Product Development.
Availability
Location
Authorized to work in
Job categories
Skills
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