Input Signals
Product · Engineering · QA · Customer · Data
Product Ops Engineer building AI-powered workflows.
I bridge product, engineering, QA, customer success, and data teams — turning ambiguity into execution.
I use AI tools to build prototypes, document systems, and test product ideas faster.
Current direction
Featured GenAI Builds
Public builds showing how I use AI tools to turn ideas into usable prototypes, operational workflows, civic tools, and product demos.
Claude . Voice . Interface Experiment
01
Claudy
A holographic AI companion built on Claude.
Pixel-accurate eye animations, four conversation moods, voice input/output, live camera feed, and a Jarvis-style HUD with diagnostics.
Why it matters: explores expressive AI interfaces through voice, mood, animation, and live interaction.
Claude . Telegram Bot . MCP . Public Data
02
UPSC StatsBuddy
A Claude-powered Telegram bot for official Indian statistics.
Connects users to seven official datasets including PLFS, CPI, WPI, NAS, IIP, ASI, and ENV.
Why it matters: makes government statistics faster to access, understand, and cite.
Google AI Studio . Vision . Everyday AI
03
GYERA
Snap a gym machine. Understand what it is.
A vision tool that identifies gym equipment from an image and turns everyday confusion into quick understanding.
Why it matters: shows how a small real-world friction point can become an AI product idea.
Claude . Replit . Hackathon . Civic AI
04
HaqYaar
A Claude-powered legal-rights advisor for gig workers.
Helps gig workers understand rights, legal protections, welfare schemes, grievance paths, and earnings scenarios.
Why it matters: turns legal and welfare information into clearer next steps for workers.
Operating practice
Product Operations Experience
My professional work sits between product intent, engineering execution, QA feedback, customer needs, and data workflows.
Product Operations Engineer
AIMonk Labs Private Ltd
I work across engineering, QA, product, customer success, and data teams to resolve bottlenecks, improve workflows, and support reliable product execution.
- Bridge Engineering, QA, Product, Customer Success, and Data Annotation teams.
- Translate algorithm performance, bugs, and system health signals into clear status updates.
- Create structured feature request documents, product notes, and Confluence pages with AI tools.
Manager, Data Operations & Product Strategy
AIMonk Labs Private Ltd
I helped build the in-house data operations function from the ground up, scaling the team from 0 to 6 members and creating foundational SOPs for future growth.
- Built early data operations workflows from scratch.
- Co-developed the Neuralmarker tool with Engineering.
- Supported client demos, documentation, partner training, and product adoption.
Machine Learning Engineer
AIMonk Labs Private Ltd
I worked on deep learning models for an Intelligent Video Analytics ecosystem, using computer vision techniques such as face recognition, object detection, and OCR.
Execution foundations
Product & Execution Foundations
Compact proof of the product ownership, agile delivery, and project execution foundations behind the work.
Certified Scrum Product Owner (CSPO)
Scrum Alliance
Focus: product ownership, backlog thinking, stakeholder alignment, agile delivery.
View Credential
Google Project Management Professional Certificate
Structured project execution, agile delivery, and planning discipline.
Foundations
Initiation
Planning
Execution
Agile
Builder roots
Builder Roots: ML, Hardware & Research
Before GenAI became mainstream, I was already experimenting with computer vision, hardware, embedded ML, Raspberry Pi, Arduino, and technical writing.
Hands-on demos
Experimental Builds & Technical Demos
Video proof from the earlier builder phase: hardware control, embedded ML, interface experiments, and public demos.
Brainwave Controlled 4 Wheel Bot
A hardware experiment exploring brainwave control and robotics through a four-wheel bot demo.
FUI: Finger User Interface using Arduino and TensorFlow Lite for Microcontrollers
Connects embedded systems, machine learning, interface design, and practical experimentation.
Early credibility
Published Research & Early Technical Work
Early technical credibility through international conference proceedings, a government-funded college project story, technical presentations, and publications.
Government-funded project and international paper publication
A technical project that grew from a presentation in front of 150 people into department reviews, college leadership presentations, Government of Karnataka funding, and two international papers.
First technical paper in remote sensing conference proceedings
Published in the proceedings of the International Conference on Microwave Antenna Propagation and Remote Sensing 2014 in Jodhpur, Rajasthan.
Public learning
Writing Archive
A compact archive of technical writing across Raspberry Pi, computer vision, TensorFlow, OpenCV, embedded AI, home automation, and dataset workflows.
Raspberry Pi . Remote AccessConnecting Raspberry Pi 3 with Putty
Raspberry Pi . Remote GUIRunning Raspberry Pi GUI remotely
Home Automation . Raspberry PiLet's make Home Automation Easy!!
TensorFlow . Object DetectionReal Time Object Detection with TensorFlow
Computer Vision . Applied AIWhen Computer Vision Meets Hindu Gods!!
Deep Learning . Food ClassificationNorth Indian Food or South Indian Food, Part 1
Deep Learning . Food ClassificationNorth Indian Food or South Indian Food, Part 2
Deep Learning . Fashion-MNISTFashion-MNIST with Deep Learning Studio
Raspberry Pi . AlexaPiExa - Raspberry Pi + Amazon Alexa
OpenCV . Face RecognitionFace-Recognition Using OpenCV
TensorFlow . Deep DreamDeep Dream with TensorFlow
Arduino . TensorFlow Lite MicroAksha: An Arduino based ML Pencil
Community
Public Speaking & Community
The CCCL Bangalore / Claude event as public proof: sharing AI experiments, build stories, and companion interface learning with a technical community.
Apr 25, 2026 . Bengaluru
Bangalore CCCL BLR1 - Claude for Everyone
I shared Claudy, an animated AI companion built with Claude, and connected the build story to AI companions, interface experimentation, and public learning.
View Related Link
Builder Mindset
Until you spread your wings you have no idea how far you can fly
This portfolio is not just a website. It is a record of learning in public, building with AI, and turning curiosity into execution.
Let's Connect
Want to talk AI builds, product operations, or execution systems?
Find me where I share experiments, build logs, and ideas.
