2025Live
Hands-on Generative AI
A multi-week operating manual documenting applied learning across LLMs, RAG systems, LangGraph, MCP, and diffusion workflows.
Portfolio 2025
Theja Sai Reddy KunuthuruSoftware Engineer & Project Leader
Software Engineer and Project Leader with 9+ Years of experience in driving end-to-end Data Science, Cloud and AI projects for SaaS and B2B products. Skilled in leveraging AI for intelligent product development and leading programs across organization initiatives.
Available for senior AI engagements
Based in India • Open to remote-hybrid
Quick stats
Work Experience in IT9+ yrs
Projects delivered15+
Primary baseBengaluru, IN
Self-learning spotlight
Applied ML & GenAI practice
Investing in continuous, self-driven learning across applied ML, embeddings, LangChain/LangGraph, and evaluation to keep delivery sharp.
Focus
Skills & Tools
Project Leadership
CoreEnd-to-end lifecycle ownership with Agile/Scrum/Kanban, risk, budgeting, and governance across enterprise programs.
- Stakeholder & executive reporting
- Risk, budget, and contract governance
- Agile rituals & delivery cadence
GenAI
ActiveDesigning GenAI solutions with MCP and RAG pipelines, LangChain/LangGraph and Google ADK orchestration.
- GenAI solution design
- LangChain/LangGraph
- Google ADK
Journey
Experience
2016 — Present
Apr 2024 — Dec 2025
Netscribes
Senior Consultant
- Designed and implemented an enterprise-grade GenAI platform enabling business users to interact with structured and unstructured enterprise data using LLM-powered assistants, semantic search, and contextual Q&A.
- Built Retrieval-Augmented Generation (RAG) pipelines integrating document ingestion, chunking strategies, embedding generation, vector storage, and response synthesis for high-accuracy enterprise knowledge retrieval.
- Developed multi-tenant AI assistant architecture supporting domain-specific copilots for operations, finance, legal, and delivery teams.
GenAIRAGGovernance
Sep 2023 — Feb 2024
CEBS Worldwide
Project Manager
- Engineered end-to-end delivery of an enterprise-scale AI Assistant for document analysis, integrating Retrieval-Augmented Generation (RAG) and ML inference pipelines to enable semantic search, summarization, and Q&A across document repository.
- Managed development of vector database architecture with FAISS / ChromaDB / Pinecone, and orchestrated embedding generation using OpenAI, Hugging Face Transformers, and LangChain, boosting document retrieval accuracy by 92%.
RAGVector DBLangChain
Aug 2022 — Aug 2023
Independent Learning
Applied Machine Learning & Self-Learning Projects
- Invested this period in self-driven learning focused on applied ML, text analytics, embeddings, and end-to-end model development.
- Built an Intelligent Document Processing (IDP) mini-project, including text extraction, preprocessing, feature engineering, document classification, and evaluation.
Applied MLIDPEmbeddings
Aug 2021 — Jul 2022
IBM (Experis)
PMO Analyst
- Led end-to-end Azure Cloud Migration across 3 large-scale transformation programs involving 30+ cross-functional engineers, DevOps, and stakeholders across infrastructure, application, and security domains; achieved zero critical incidents post-migration.
- Directed project assessment, funding, and planning workshops, accelerating migration readiness by 25% through streamlined scope definition and stakeholder alignment.
- Partnered with cross-vendor teams to integrate CI/CD pipelines, Azure DevOps, and Infrastructure-as-Code (IaC) practices, resulting in 40% faster deployment cycles and consistent environment reproducibility.
Azure Cloud MigrationDevOpsCI/CD
Jan 2019 — Jul 2021
6 Benches Training Institute
Data Science Trainee
- Completed a structured Data Science & Machine Learning program covering Python, SQL, statistics, EDA, feature engineering, and supervised/unsupervised ML algorithms.
- Performed multiple hands-on assignments involving data cleaning, exploratory analysis, regression, classification, and model evaluation.
Data ScienceMachine LearningPython
Feb 2016 — Dec 2019
Capgemini
Associate Consultant
- Engineered and automated a Global Operations Dashboard for a $10M+/month Offshore Delivery Centre (ODC), integrating data pipelines across Jira Core, and Jira Software using Python, advanced Excel, and SQL/DBMS.
- Achieved an 85% reduction in manual reporting effort and real-time visibility into 50+ offshore contracts for the governance team.
- Delivered $1M+ annual savings by generating predictive insights on employee attrition, project performance and budgeting.
- Brought cross-browser parity to 96% (Chrome, Edge, Firefox) using cloud device farm; caught 14 prod-escaping CSS/viewport issues in loan-EMI calculators before release freeze.
PythonDashboard AutomationReporting
Academics
Education
Formal education
Jul 2011 — May 2015
Indian Institute of Technology (ISM) Dhanbad
B.Tech in Environment Engineering
Secured All India Rank of 7075 with strong problem solving, analytical ability and got engineering foundations built.
Selected
Projects
Credentials
Certifications & Recognition
Earned 2025Verified
OCI GenAI Professional — Oracle
Credential for architecting and deploying GenAI workloads responsibly.
View credentialEarned 2023Verified
Certified ScrumMaster (CSM) — Scrum Alliance
Agile delivery, facilitation, and stakeholder alignment for cross-functional teams.
View credentialEarned 2021Verified
Microsoft Azure Fundamentals
Cloud foundations supporting migration, DevOps, and AI/ML delivery.
View credentialCompleted 2014Verified
Intro to Computer Science and Programming with Python — MITx | edX
Foundational computer science and Python programming coursework.
View credentialContact
Let's shape something ambitious
Open to full-time roles and selective freelance projects in AI/ML, data, and software delivery. If my profile aligns with what you need, let's connect and explore fit.
+91 6300645486