Background & capabilities
About me.
I work on client-facing Applied AI and forward-deployed engineering for enterprise finance and supply-chain analytics — connecting business requirements with Python services, retrieval and agent workflows.
AI/ML experience since 2021
Google Cloud · Professional Cloud Architect Anthropic · Claude Certified Architect – ProfessionalWhat I do now
My official role is Senior Integration Consultant – Analytics & Information Management at Cervello India Pvt Ltd (a Kearney company), which I joined on 2 February 2026.
My functional responsibilities are client-facing Applied AI and forward-deployed engineering. My day-to-day is building analytics and agentic AI systems for finance and supply-chain teams: tracing KPIs from source systems to the screen, reconciling numbers that don't match, defining what an AI system may decide alone and where a human must sign off. Client work is confidential, so on this site I write about the patterns, never the projects.
Before consulting
My AI/ML career began with an internship in 2021, followed by engineering roles covering real-time retail computer vision, neural networks on microcontrollers and embedded cameras, retrieval pipelines and LLM-powered log analytics. This work connects model development with the backend services, deployment and monitoring needed to use it in production.
Capabilities / explore
Core skills
Select an area to see the tools and related work.
AI & GenAI
Agentic systems, LLM integration and evaluation, RAG and vector retrieval, prompt engineering, fine-tuning (PEFT).
Related work: Process intelligence from videoBackend engineering
Python, FastAPI, LangChain / LangGraph, CI/CD, Docker, Kubernetes.
Related work: Enterprise Agentic AnalyticsData & analytics
Enterprise data integration, KPI lineage and reconciliation, PostgreSQL, vector databases.
Related work: Enterprise Agentic AnalyticsComputer vision & edge AI
Object detection, TensorRT and ONNX optimisation, deployment on embedded devices.
Related work: Multi-camera retail shelf-vision systemCloud & deployment
Azure, AWS and GCP, with Docker, Kubernetes and CI/CD.
Related work: Professional experienceEducation
2022
Master of Technology · Data Science
Amrita School of Engineering, Coimbatore
2019
Bachelor of Technology · Mechanical Engineering
Amrita School of Engineering, Coimbatore
Research & publications
First-listed author · FIRE 2021 Working Notes · CEUR-WS
Deep Learning Based Sentiment Analysis for Malayalam, Tamil and Kannada Languages
A team study of neural models for sentiment classification in Malayalam-English, Tamil-English and Kannada-English code-mixed text.
Read the paper and explore the code →Why I write
Notes & Ideas is where I share practical lessons on AI, engineering and the decisions behind reliable systems. I publish when there’s something useful to say, without a fixed schedule.
Read Notes & Ideas →Connect with me
For senior roles, speaking, writing or collaboration, send me a message.
Find me on LinkedIn or use the contact form.