Hands-on Generative AI
A multi-week exploration of LLMs, RAG systems, MCP, and diffusion workflows documented as a learning operating manual.
Portfolio 2025
I curate and ship AI programs at the edge of GenAI, LLMOps, and enterprise readiness. From concept to launch, I ideate, lead teams, and translate research into managed deliveries for clients across the globe.
Quick stats
Currently building
Packaging workflows covering training datasets, evaluation harnesses, and AI governance to accelerate enterprise pilots.
Focus
Leading cross-border teams, PMO, and stakeholder rituals for AI initiatives across enterprise organizations.
Designing retrieval-ready LLM stacks with fine-tuning workflows, evaluation harnesses, and safety guardrails.
Writing production-grade Python applications, system automations, and prototypes rooted in DSA fundamentals.
Journey
Apr 2024 — Present
Own the PMO and accounts charter for AI & data science programs for North American and European clients.
Sep 2023 — Mar 2024
Shipped mobile banking programs in Oman by steering cross-functional squads and vendor partners.
Jul 2022 — Aug 2023
Mentored ML proof-of-concepts and a flagship EdTech build covering roadmap, delivery, and staffing.
Aug 2021 — Jul 2022
Led DevOps migration programs to Azure for a major US telecom while maintaining SLA governance.
Dec 2020 — Aug 2021
Built analytics frameworks that validated >25M USD contracts for a leading food & beverages client.
Mar 2019 — Dec 2019
Fronted testing operations, governance, and executive reporting for strategic accounts.
Apr 2018 — Mar 2019
Built Python notebook suites to visualize QA KPIs for banking clients in ANZ.
Feb 2016 — Mar 2018
Automated performance testing for banking apps using Python and Selenium.
Academics
2011 — 2015
Built a strong engineering foundation with electives in data modeling, statistics, and systems design.
Ongoing
Continuous coursework via DeepLearning.AI, Cohere, and open-source communities to stay sharp.
Selected
A multi-week exploration of LLMs, RAG systems, MCP, and diffusion workflows documented as a learning operating manual.
Placeholder for an in-flight project combining LangGraph, custom data governance, and evaluation harnesses.
Labs
Design notes for vector hygiene, evaluation cadences, and prompt frameworks across industries.
Publishing soonWeekly breakdown of foundations, transformers, agentic tooling, and deployment learnings.
Read the field notesContact
Whether it is a GenAI pilot, LLM platform roadmap, I would love to collaborate. Tell me about your challenge, and I'll respond with a lightweight plan.
hi@thejakunuthuru.in