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adityagangwani30/README.md

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Building AI-native products with a focus on product strategy, technical execution, and shipped systems.

LinkedIn GitHub Email Portfolio


$ whoami

I'm a Product Manager at SOYL AI, currently leading product discovery and architecture for an AI Revenue Intelligence Platform, and an ECE undergraduate at M.S. Ramaiah Institute of Technology, Bengaluru. My work spans product strategy, applied AI, and software engineering — with a focus on understanding problems deeply enough to define the product AND build the system behind it.

I'm the creator of FeatureSmith (open-source dataset review platform, v0.3.0) and Prodily (a free PM learning platform), and the builder of RallyVerse, a live sports event registration & operations platform. Earlier work includes AI-based appliance troubleshooting with Computer Vision at Samsung R&D, and research-driven RL experiments (TD3/DDPG).


💼 Experience

Product Manager — SOYL AI (Aug 2026 – Present)

  • Leading product discovery, market/competitive research, and product architecture for ARIP, an AI Revenue Intelligence Platform for hospitality
  • Translating ambiguous operational problems into structured product requirements and scalable workflows across research, engineering, and business teams

Product Strategy Intern — IntelAbroad (Jul 2026)

  • Mapped the end-to-end student lead lifecycle and benchmarked competing consultancies to identify conversion bottlenecks and workflow gaps
  • Authored PRDs for CRM enhancements and applied RICE prioritization to sequence the roadmap

Research Intern — Samsung R&D Institute India (Dec 2025 – Jul 2026)

  • Built a multi-stage image processing pipeline with OpenCV and EasyOCR for appliance error-code extraction, achieving 90%+ reliability
  • Introduced early-exit preprocessing and dictionary-based validation for lower latency and more robust detection

Current Focus

  • AI-Native Product Discovery & Architecture
  • Dataset Quality Engineering for ML Systems
  • Deep Reinforcement Learning for Autonomous Systems
  • Computer Vision for Real-World Applications

Current work centers on ARIP's product roadmap at SOYL AI and FeatureSmith's Phase 4 roadmap (recommendation engine, dashboard, CI/CD plugins).


Selected Projects

🧪 FeatureSmith (Open Source)
Python · Polars · MyPy · Ruff · CLI · SDK

Open-source, developer-first toolkit bringing CI/CD-style review to ML datasets — 9 automated reviewers, an explainable 0–100 ML Readiness Score, 6 leakage detectors, and dataset-diff. v0.3.0, Apache 2.0, 311 passing tests, published to PyPI.

🏸 RallyVerse
Next.js · Node.js · Payments · Email Automation

Live sports event registration & operations platform — registration pages, UPI payment verification, organizer dashboard, event-day check-in, and analytics. 500+ community members, 3+ events hosted, 12+ partner organizations.

📚 Prodily
Next.js · TypeScript

Free, structured Product Management curriculum — 90 lessons across 9 modules, interactive quizzes, spaced-repetition flashcards, and skill tracking across 7 PM competencies. Free forever, no paywalled lessons.

🤖 AI CTO Agent
Next.js · FastAPI · TypeScript · Neo4j

End-to-end AI DevOps intelligence platform: repo analysis, CI/CD auditing, Sentry-driven root-cause analysis to Slack, pre-deployment risk scoring, and a knowledge-graph-grounded chatbot. MIT licensed, deployed on Vercel.

💳 Credit Limit Bandit
Python · NumPy · SciPy · Streamlit

Contextual multi-armed bandit (Thompson Sampling vs. UCB vs. Epsilon-Greedy) for credit-limit decisions, simulated across 10,000 users over 12 months. Thompson Sampling reached +39.1% revenue lift vs. static baseline in simulation.

🧠 ADDY AI Agent
Python · FastAPI · Groq · Gmail/Calendar/Drive APIs · Telegram

Telegram-based personal AI assistant with hybrid rule-first/LLM-fallback routing, multi-account OAuth, and a multi-step workflow planner/executor with confirmation gates for risky actions.


🛠️ Stack

AI/ML

Python Machine Learning PyTorch Scikit-learn OpenCV Reinforcement Learning LLMs Polars

Languages

Python TypeScript JavaScript SQL

Frameworks & Tools

Next.js React Node.js FastAPI TailwindCSS

Cloud & DevOps

Git GitHub Vercel Render Docker Neo4j

Product Management

Agile Scrum Notion Figma PRDs


🏛️ Leadership

Outreach Program Coordinator — IEEE RIT-B (2025) · Led 2-day STEM outreach for 100+ students with hands-on sessions on sensors, TinkerCad, and design thinking

Core Team, RIT TechFest 2025 — IEEE RIT-B (2025) · Led logistics and outreach for 25+ tech events reaching 2,800+ students

SAC Member — IEEE Bangalore Section (2024–2025) · Launched joint initiatives across 100+ student branches improving engagement

Vice Secretary — IEEE RIT-B (2024) · Coordinated 50+ technical events with improved internal workflows


🎓 Education

B.E. Electronics & Communication Engineering
M.S. Ramaiah Institute of Technology, Bangalore (2023 – 2027)
GPA: 8.07/10


📜 Certifications

  • Agile Project Management — Google (Jan 2026) · Agile & Scrum frameworks, ceremonies, artifacts
  • Project Execution: Running the Project — Google (Nov 2025) · KPI tracking, risk mitigation, stakeholder reporting
  • Machine Learning with Python — IBM (Aug 2025) · Supervised/unsupervised learning, classification, regression
  • Artificial Intelligence Fundamentals — IBM SkillsBuild (Jun 2025) · ML, Deep Learning, NLP, Computer Vision, AI ethics
  • Data Analysis using Python — IBM (Jul 2025) · Pandas, NumPy, Matplotlib, end-to-end analysis workflows
  • Python for Data Science — IBM (Jun 2025) · Python programming, data structures, Jupyter Lab

📊 GitHub Stats


🔭 What's Next — 2026

  • Scaling FeatureSmith through its public roadmap (recommendation engine, dashboard, CI/CD plugins)
  • Growing RallyVerse's partner network and event calendar
  • Leading ARIP's product roadmap and discovery at SOYL AI
  • Expanding Prodily's curriculum and community features
  • Continuing to explore AI product management and 0→1 product roles


"Building products isn't about the tech stack. It's about solving real problems with systems that actually ship."


If you're building something ambitious in AI, product, or intelligent software — let's connect.


LinkedIn Email Portfolio

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  1. ADDY_AI_AGENT ADDY_AI_AGENT Public

    Production-grade AI agent automating 50+ tasks/day across Google Workspace. Hybrid decision pipeline combining rule-based routing and LLM-driven planning for reliable multi-account execution in ope…

    Python

  2. ai-cto-agent ai-cto-agent Public

    AI-powered DevOps copilot with an observe-reason-act loop. Monitors CI/CD pipelines, diagnoses incidents via webhook ingestion, evaluates deployment risk, and proposes remediation through approval-…

    TypeScript 1

  3. sales-sense-ai sales-sense-ai Public

    Built a full-stack ML pipeline for retail demand forecasting, including data preprocessing, feature engineering, and model training using Random Forest and XGBoost. Achieved R² up to 0.985 with rob…

    TypeScript

  4. TD3-DDPG-Car-Game TD3-DDPG-Car-Game Public

    Research-driven RL project analyzing TD3 vs DDPG for autonomous driving. Multi-metric evaluation across reward, crash rate, and stability under reward shaping and sensor noise, with a custom Pygame…

    Python 1

  5. credit-limit-bandit credit-limit-bandit Public

    Contextual Multi-Armed Bandit that automates credit limit decisions for 10,000 users using Thompson Sampling — beats static limits by 30%+ with an interactive Streamlit dashboard.

    HTML

  6. vansharora21/Ai-driven-motor-insurance-pricing-system vansharora21/Ai-driven-motor-insurance-pricing-system Public

    Python 1