BUILDING GENERATIVE AI, DATA & FULL STACK SOLUTIONS AT SCALE

Tanya Singh

AI · ML Engineer  /  Data Scientist  /  Full Stack Developer

I work at the intersection of AI/ML research and engineering — making generative models reliable and deployable, from training and evaluation through to production systems.

Tanya Singh

Selected Work

SAP Labs

Bengaluru, India

S

AI Engineer

May 2025 – Present

Built enterprise GenAI workflows for code-intelligence systems — high-performance RAG pipelines, agents, structured LLM evaluations, heterogeneous dataset curation, and knowledge-graph–augmented retrieval and orchestration to improve grounding and consistency for AI experiences powering SAP Joule.

Full Stack Developer

August 2024 – May 2025

Built full-stack, employee-centric applications for the MD’s Office, delivering reliable platforms that streamline workflows and enhance productivity for 7,000+ employees across the organization.

Impact

GenAI grounding for SAP Joule; internal platforms used by 7,000+ employees.

RAGLLMsAgentsKnowledge GraphsEvaluationFull Stack

Toolkit

PythonJavaSQLNode.jsMachine LearningDeep LearningGenAILLMsRAGEmbeddingsPrompt EngineeringLangChainLangGraphAutoGenLlamaIndexBenchmarkingFastAPIFlaskPandasNumPyOpenCVNLTKTensorFlowPostgreSQLMySQLMongoDBPineconeFAISSAWSDockerKubernetesSAP BTPSAP UI5REST APIsODataAJAXGitHubMLflowPostmanSwaggerTypeScriptJavaScriptReactNext.jsHTMLCSSCanva

Projects

PolicyGuard

Neuro-Symbolic Policy Compliance Engine

An AI-powered compliance engine that converts organizational policies into executable rules and combines symbolic reasoning with LLMs to perform transparent, explainable policy reviews. Built to bridge the gap between natural language policies and deterministic compliance validation.

PythonFastAPIKnowledge GraphsLLMsRAGRule EnginesNeo4j
  • Translates natural language policies into executable logic.
  • Combines retrieval, LLM reasoning, and symbolic rule evaluation.
  • Produces explainable compliance decisions with evidence-backed outputs.
  • Designed as a modular, extensible architecture for enterprise governance.

Orion KG Reasoner

Knowledge Graph Reasoning & Evidence Retrieval

A graph-powered reasoning engine that constructs and traverses knowledge graphs to answer complex multi-hop queries with traceable evidence. Focused on improving factual grounding and explainability for AI systems.

PythonNeo4jNetworkXFastAPIGraph AlgorithmsLLMs
  • Multi-hop reasoning over interconnected knowledge.
  • Graph-based retrieval with evidence-aware responses.
  • Modular architecture supporting ontology-driven knowledge organization.
  • Built for scalable, explainable AI applications.

BlockBay Nozama

Blockchain-Powered E-Commerce Platform

A distributed e-commerce platform built on a microservices architecture, integrating blockchain-backed payments and modern backend engineering practices to enable secure, scalable online commerce.

Node.jsTypeScriptMongoDBPostgreSQLGraphQLgRPCDockerBlockchainMicroservices
  • Designed and implemented distributed escrow payment services.
  • Built REST, GraphQL, and gRPC APIs for service communication.
  • Integrated blockchain-based escrow and transaction workflows.
  • Applied distributed systems patterns including Saga orchestration and event-driven communication.

Writing

Open a Folder

A few other things I do. Open a folder to look inside.

Studio · 2016–2021

I taught dance to kids across different age groups, choreographing performances and running structured practice sessions from first steps to final stage.

Mentoring young dancers sharpened my patience, creativity, and leadership — and taught me how to break complex movement down into something anyone can learn.

ChoreographyMentoringPerformanceTechnique

Coaching · 2018–2022

I coached Mathematics Olympiad students in logical reasoning, pattern recognition, and competitive problem solving, building intuitive frameworks for hard problems.

Several students went on to secure national and international rankings — and, arguably my proudest achievement, actually enjoyed the maths along the way.

LogicProblem SolvingStrategyMentoring

Certified · RYT

I completed an international yoga certification and taught structured sessions focused on breathwork, flexibility, balance, and strength.

My teaching philosophy centres on mindfulness and wellness — keeping practice grounded, sustainable, and calm. It's what keeps me balanced too.

BreathworkFlexibilityMindfulnessWellness

Off the clock

Outside of work I stay active, creative and curious — moving, making, exploring, or learning something new. These are the things that keep me grounded, balanced, and inspired.

🩰Dance
🧘‍♀️Yoga
🛹Skateboarding
🎬Netflix & Movies
🎞️Video Editing
All Things Sporty
🏸Badminton
🏃‍♀️Running (Marathon Prep)
✈️Travel
📚Reading Books
📸Photography

Let's connect

Building something with AI, data, or full-stack? I'd love to hear about it — reach out and let's talk.

Tanya Singh

AI · ML Engineer / Data Scientist / Full Stack Developer

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© 2026 Tanya Singh