Hi, I'm Shreekant Mandvikar.
I (actually) build GenAI & Agentic AI solutions.
An enterprise GenAI search platform serving 180,000+ people at a Fortune 50 bank, built end to end — retrieval, grounding, and the trust layer underneath it. A 4-member Agentic AI team I lead, running 3 agent platforms across 5 production use cases. A career that's delivered $24M in annual savings and 100+ automation migrations. All real — receipts below.
MCP · OpenAI Agent SDK · LangGraph · Google ADK · A2A · Sema4AI · Arize AI · Gemini Enterprise · AWS · Python
work
kiddietales.co
GenAI storytelling app for kids · Personal project · 2024 – Present.
A bedtime-story generator built for actual family use, not a demo: give it a child's name, age, and interests, and it writes and illustrates a personalized story in seconds — the same engineering rigor I put into enterprise agents, aimed at a much smaller, much more honest audience.
It's the project that keeps the rest of my work grounded — every retrieval pattern, guardrail, and prompt idea gets stress-tested here first, on an audience of one very direct four-year-old critic, before it goes anywhere near production scale.
The Agentic AI Curriculum
Six-part series, taught on LinkedIn · Personal project.
A six-part series that takes builders from first principles — what an agent actually is, why it's different from a chatbot — through to production readiness: setup, tools and memory, deployment, specialized agents, and scaling.
Taught through LinkedIn, where it reached the same audience that engages with my weekly writing on agents, RAG, and LLM systems — all six parts are archived, with real numbers, on the writing page.
LifeOS
A message-driven personal life assistant · Personal project.
An agent that lives inside a message thread, not an app: text it and it reads your LinkedIn and Instagram activity, drafts things like a birthday post before you forget, and keeps a running plan for your life instead of a to-do list you never open.
It's the same agent-lifecycle pattern behind everything else I build — identity, scoped access to your accounts, a plan it updates rather than a script it replays — just pointed at a life instead of an enterprise. Full write-up on the writing page.
Clicky
Context-aware desktop agent · Open source, Python · 2026.
A cross-platform assistant that's always one gesture away: double right-click anywhere and it captures a screenshot and 15–20 seconds of audio, transcribes and encodes both, and forwards them to an LLM — Groq by default, OpenAI as a fallback — for a context-aware answer to whatever you're looking at.
No app-switching, no copy-pasting your problem into a chat window — just the trigger, the context it already has, and an answer. Built with Tkinter, `pynput` for the global click listener, and `sounddevice`/`SpeechRecognition` for audio.
ABC Doc
Automated Business Process Capture & Documentation · Internal tool · National digital bank & auto lender.
Built while leading the automation Center of Excellence: a tool that watches a business process get performed and turns it into documentation automatically — the As-Is write-up that used to eat a business analyst's week, generated instead of typed.
It shipped alongside training 50+ automation developers on open-source automation tooling, and went on to be used by 500+ people across the organization — the same instinct behind everything else here: automate the part of automation work that's itself just a repeatable process.
gallery
Other things I've built and taught.
A five-layer framework for placing any AI initiative and finding the layer that's quietly blocking the rest.
Host — conversations on shipping automation and AI, from first bot to production agent.
Co-host — conversations on data, AI, and the systems built on top of both.
Weekly notes on agents, RAG, and LLM systems — one idea made decision-ready.
research
10 papers on automation and AI · 22,014+ reads · 189+ citations. Full list, one page →
timeline
The path here.
Enterprise-wide GenAI adoption aligned to governance and responsible AI. Architected an enterprise GenAI search platform; leading the Agentic AI Platform Suite.
Identified and built the company's first five Agentic AI use cases; led the automation Center of Excellence to $24M in annual savings.
Strategy and roadmap for robotic and cognitive automation — RPA and chatbots — across AWS, IBM, Automation Anywhere, UiPath, and BluePrism.
Led a 5-member robotics team through CoStar lease management automation — 40+ unassisted bots, start to finish.
Delivered a 5-phase Oracle R12 transformation program — where the systems discipline behind everything since started.
Early career — Oracle Apps technical development, the years before automation had a name.
about
Fellow, BCS · Senior Member, IEEE · AI Advisory Board Member, Bot Nirvana, and a decade-and-a-half arc from Oracle applications developer to GenAI Architect. The full story, and how to reach me →