AI ENGINEERING.
PRODUCT STRATEGY
Hi, I'm Aditya Gangwani. I take products from an unsolved problem to a shipped, tested, real-user system — combining AI/ML engineering, product strategy, and open-source building.
Creator of FeatureSmith and builder of RallyVerse— shipped while interning at Samsung R&D and IntelAbroad.
Aditya Gangwani
AI Engineer & Product Builder
Product Strategy Intern
@ IntelAbroad · Jul 2026
A builder with cross-disciplinary range.
I operate at the convergence of AI architecture, product scoping, and high-impact developer communities.
Most people specialize early in a single technical track. I've found that the most exciting, high-leverage outcomes live at the overlap.
Product thinking guides how I design systems. AI engineering gives me the tools to build them. Community building teaches me how to coordinate and align the human stakeholders behind them.
Beyond technical expertise and leadership experience, I am recognized for my attention to detail—ensuring quality in every deliverable—and my desire to execute, transforming ideas into measurable outcomes.
I optimize for the entire workflow — taking ideas from raw notes to deployable code.
IntelAbroad
Driving product discovery, customer research, and roadmap planning for an overseas education platform. Creating PRDs and collaborating with engineering on CRM improvements.
Open to discussions globally. Working on IST (UTC+5:30).
B.E. Electronics & Communication Engineering (2023 - 2027)
- Open Source Tooling & Developer Experience
- Thompson Sampling & Bandit Algorithms
- Usability Gaps & UX Heuristics
How I Work
My core philosophies that drive every project from concept to launch, ensuring high execution speed without sacrificing quality.
Product Strategy
Translating user needs into concrete features and roadmaps. Proven by PM Academy's 90-lesson curriculum design and IntelAbroad's student platform discovery.
AI & Engineering
Building robust, production-ready computer vision and language systems. Demonstrated by Samsung R&D's real-time OCR engine and FeatureSmith's developer-first library.
Community Leadership
Facilitating section-wide collaboration and programs. Exemplified by scaling student engagement and coordinating initiatives across 100+ IEEE student branches.
Execution & Building
Prioritizing public shipping and ownership. Focused on bringing complex software systems from ideation to active deployment with high developer experience standards.
Flagship Products & Mini Case Studies
In-depth breakdowns of product strategy, engineering challenges, and quantitative outcomes.
FeatureSmith
An open-source Python library and ML-focused Feature Engineering toolkit designed to make tabular dataset quality checks as routine as code reviews, supported by interactive examples and Jupyter notebooks.
Machine learning datasets lack automated linting and validation pipelines. Hidden target leakage, silent schema drift, missingness spikes, and anomalous distributions quietly degrade models before compute-heavy training loops are run.
Architected an extensible Python SDK & CLI powered by Polars that executes 8 automated reviewers, produces explainable 0–100 ML readiness scorecards, detects 6 target leakage patterns, and provides snapshot version diffing (fs.diff()) and deterministic exit-code CI/CD gates.
RallyVerse
A sports marketing platform and community growth engine built for badminton tournament organizers, academies, and clubs to streamline marketing, player acquisition, and operations.
Grassroots sports event organizers and academies struggle with player acquisition, sponsorship visibility, manual UPI payment verification, and zero participant retention outreach.
Engineered a sports marketing web infrastructure platform providing dedicated tournament landing pages, automated UPI payment screenshot verification, organizer dashboards, and participant outreach channels.
System Releases & Engineering Projects
Selected machine learning models, computer vision systems, and autonomous agent releases.
Samsung OCR Pipeline
Built an AI-powered multi-stage image processing and OCR pipeline for appliance troubleshooting at Samsung R&D Institute India — using early-exit preprocessing to cut latency while maintaining 90%+ error code extraction accuracy across multiple appliance models.
DevOps Autopilot
Designed an AI-powered DevOps orchestration agent featuring an observe-reason-act loop to diagnose CI/CD pipeline incidents, reducing production risks through governance-aligned, human-in-the-loop remediation approvals.
Credit Limit Bandit
Developed a reinforcement learning framework for dynamic credit limit optimization, achieving a +39% revenue lift over static baselines while successfully mitigating defaults and handling delayed feedback under simulated economic shocks.
Work Experience
My career timeline highlighting key roles, business impact, and key engineering/product contributions.
Product Strategy Intern
Product ManagementKey Contributions
- Driving product discovery and customer research across the student journey, informing roadmap planning and feature prioritization for an overseas education platform.
- Conducting competitive analysis to identify product opportunities, defining PRDs with structured feature requirements, and collaborating with engineering on CRM platform improvements.
- Working on AI-powered workflow automation and analytics dashboards while prioritizing product initiatives using structured product thinking and user insights.
Research Intern
AI/MLKey Contributions
- Designed a multi-stage image processing and OCR pipeline using OpenCV and EasyOCR to extract error codes from appliance displays in real time.
- Introduced early-exit preprocessing to skip redundant processing steps, maintaining 90%+ extraction accuracy while lowering latency.
- Created validation logic to match device-specific codes, improving error code detection reliability across multiple appliance models.
Project Management Intern
Project ManagementKey Contributions
- Owned delivery for 7+ weekly content and SEO deliverables across a 2-month sprint schedule with zero missed deadlines.
- Introduced Kanban-style workflow tracking in Notion, reducing weekly planning overhead and improving cross-functional team visibility.
- Managed stakeholder coordination and applied Agile cadences to keep non-engineering workflows aligned with key startup milestones.
Student Activities Committee (SAC) Member
CommunityKey Contributions
- Facilitated cross-institution collaborations, aligning student representatives from over 100 engineering colleges.
- Coordinated section-wide programs focusing on technical literacy, scaling overall member participation by 25%.
- Fostered community impact by launching mentorship initiatives pairing senior industry professionals with student builders.
SB Vice Secretary
CommunityKey Contributions
- Coordinated 50+ technical events and workshops, scaling student participation to over 2,800+ attendees.
- Organized hands-on STEM outreach programs, coordinating training schedules and lab resources for student groups.
- Improved internal workflow tracking using modern tools, boosting event execution efficiency and volunteer coordination.
B.E. Electronics & Communication Engineering
EducationKey Contributions
- Focusing on Machine Learning, Computer Vision, and Digital Signal Processing.
- Building software and AI systems alongside core engineering coursework.
Domain Expertise & Technical Stack
Technologies, frameworks, and methodologies organized by core functional domain.
AI & Machine Learning
Computer vision pipelines, OCR extraction, reinforcement learning bandits, feature engineering & open-source ML tools.
Backend Engineering
REST APIs, asynchronous services, Python SDK development, CLI tools, and secure database integrations.
Frontend & UI
Production Next.js web applications, responsive component design systems, state management, and dark UIs.
Product Strategy
Structured product strategy, PRD authorship, customer research, roadmap prioritization, and UX audits.
Cloud & DevOps
CI/CD pipeline exit-code gating, automated testing, static analysis, and cloud deployments.
Databases & Data Systems
Relational database schema design, data profiling, dataset review engines, and data isolation.
Developer Tools & Workflows
Agile sprint management, Notion workspace coordination, Figma UI prototyping, and git workflows.
Quantified Impact
Selected highlights across AI engineering, product building, open-source contributions, and community leadership.
Technical Events Led
Workshops, hackathons, and STEM programs coordinated as IEEE SB Vice Secretary.
People Reached
2,800+ IEEE event attendees and 500+ sports community members across Bengaluru.
FeatureSmith Tests Passing
Unit tests with strict MyPy type safety and automated CI/CD exit-code gates.
Samsung CV Accuracy
Real-time error code extraction from appliance displays with early-exit latency optimization.
Student Branches Coordinated
Section-wide programs linking student branch representatives across engineering colleges.
RL Revenue Uplift (Simulated)
Thompson Sampling bandit framework outperforming static credit baselines in economic simulation.
Let's build something.
I'm open to Product Management, AI/ML, and Product Strategy opportunities, as well as startup collaborations and interesting discussions.
Based in Bangalore · Available Globally
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