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 — Present
Netscribes
Senior Consultant
- Directed end-to-end delivery and operations for AI/ML and GenAI programs generating ₹21 Cr+ FY26 pipeline revenue across 9 global enterprise clients, ensuring 100% billing accuracy, timely delivery, and executive-level governance reporting.
- Led AI talent acquisition and delivery ramp-up, hiring and onboarding 15+ specialized AI/ML engineers, data scientists, and MLOps practitioners within 6 months, reducing project staffing turnaround by 35%.
- Partnered with leadership to align GenAI solution delivery, model performance tracking, and AI governance policies, enabling scalable deployment of LLM-based assistants and AI-powered data processing pipelines across client ecosystems.
GenAIProgram ManagementGovernance
Sep 2023 — Feb 2024
CEBS Worldwide
Project Manager
- Directed 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
Jul 2022 — Aug 2023
Tatras Data
Product Manager
- Directed end-to-end delivery of AI/ML Proofs of Concept using Python, scikit-learn, and TensorFlow for Intelligent Document Processing (IDP), enabling automated extraction and classification of unstructured text data with 95%+ model accuracy.
- Oversaw ML lifecycle management — from data preparation and feature engineering to model training, testing, and deployment on Azure Machine Learning and Dockerized environments, accelerating POC delivery by 30%.
AI/ML POCIDPAzure ML
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
Dec 2019 — Aug 2021
ISG (Spectrum)
Performance Analyst
- Validated and analyzed $25M+ in vendor invoices using Python, Excel, and data validation scripts to detect 100+ financial discrepancies, improving audit accuracy by 92%.
- Built 3-year predictive budgeting models and contract renewal analytics using time-series forecasting, regression modelling, and scenario analysis, driving cost optimization and renewal decision accuracy for leadership.
PythonData AnalysisForecasting
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+ cross-border contracts for 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