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.”
一

Grounded

Retrieval, attribution and evidence before fluency.

二

Measurable

Evaluation gates, confidence thresholds and observable quality.

三

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 ↗