Available for high-impact AI systems

I forge
production AI
that survives reality.

Senior AI/ML Engineer specializing in production RAG, agentic workflows, evaluation, safety and cloud-native MLOps.

London, UKKolkata, India00:00 IST
知性を鍛える
FORGING INTELLIGENCE
4+YEARS
SHIPPING
SCROLL TO ENTER

01 / PHILOSOPHY

“A model is only impressive until it meets production. I build for the moment after the demo.”

Grounded

Retrieval, attribution and evidence before fluency.

Measurable

Evaluation gates, confidence thresholds and observable quality.

Operational

Versioned, monitored, secure and reversible by design.

02 / SELECTED WORK

Proof, not promises.

Selected from 56 public repositories and professional systems, prioritizing production depth, technical range and direct relevance to AI/ML engineering.

56 PUBLIC REPOSITORIES

The archive runs deeper.

Explore GitHub

03 / BATTLE RECORD

Built in the arena.

From enterprise knowledge systems to fraud scoring platforms, each role sharpened a different edge of the production AI stack.

2026—NOW
Boston Consulting Group

Senior Data Scientist · GenAI / AI Engineer

Enterprise RAG, LLM evaluation, Responsible AI, retrieval quality and governance at organizational scale.

98% query classification accuracy
2026
Nordstrom

SDE III · Machine Learning

Production fraud and risk platform with event ingestion, feature pipelines, hybrid scoring and operational controls.

Cloud-native, rollback-ready ML
2025—26
Turing

AI/ML Consultant

RAG systems, reproducible evaluation harnesses and auditable agentic tool-execution workflows.

Global client engagements
2022—25
Oxford Vision & Sensor Technology

Machine Learning Engineer

Computer vision and NLP services deployed through Kubernetes, MLflow and cloud-integrated orchestration.

Full ML lifecycle ownership

04 / TECHNICAL ARSENAL

Every blade has a purpose.

A deliberately broad stack, organized around delivering reliable AI products rather than collecting logos.

AISYSTEMS
01

Intelligence

RAG · LangChain · Embeddings · Agents · Structured Outputs · Prompt Engineering

02

Assurance

Groundedness · Hallucination · Relevancy · Bias/Fairness · HITL · Drift

03

Infrastructure

Kubernetes · Docker · MLflow · Airflow · CI/CD · Observability

04

Data & Cloud

BigQuery · Redshift · PostgreSQL · AWS · GCP · Vector Stores

05 / CONTACT

Have an impossible
system to build?

tamaghnanag04@gmail.com