FOUNDER @ LIGHTSHIFT STUDIO · AI SYSTEMS & SOFTWARE ARCHITECT

BUILDING INTELLIGENT SYSTEMS AT SCALE.

I am Uttaran Ganguly — software engineer, AI pipeline architect, and founder of LightShift Studio. I design autonomous speech pipelines, multimodal vision integrations, and resilient web platforms that bridge machine learning computation with commercial execution.

⚡ LightShift Studio Founder 🎙️ Whisper & Speech AI 📈 30% PLG RevShare

Explore Featured Systems ⚡ LightShift Studio Official ↗

⚡ OPENAI WHISPER SPEECH AI ✦ GOOGLE GEMINI MULTIMODAL VISION ✦ HUGGING FACE TRANSFORMERS ✦ PYTHON 3 & JAVA SYSTEMS ✦ LIGHTSHIFT STUDIO FLAGSHIPS ✦ PRODUCT-LED GROWTH & 30% REVSHARE ✦ SCIKIT-LEARN, NUMPY & PANDAS ✦ ⚡ OPENAI WHISPER SPEECH AI ✦ GOOGLE GEMINI MULTIMODAL VISION ✦ HUGGING FACE TRANSFORMERS ✦ PYTHON 3 & JAVA SYSTEMS ✦ LIGHTSHIFT STUDIO FLAGSHIPS ✦ PRODUCT-LED GROWTH & 30% REVSHARE ✦ SCIKIT-LEARN, NUMPY & PANDAS ✦

FOUNDED NOVEMBER 2025 BY UTTARAN GANGULY

LIGHTSHIFT STUDIO // AGENCY HUB

A software engineering and AI automation studio creating custom full-stack applications, agentic workflows, and conversion-optimized digital hubs for high-performing creators, operators, and growing businesses.

FLAGSHIP BUSINESS MODEL

Zero-Upfront Performance Partnership

For qualified creators and flagship digital products, LightShift Studio absorbs 100% of upfront design and engineering expenses in exchange for an aligned 30% revenue share on generated sales.

Zero Capital Risk Aligned Incentives 30% RevShare Sprints

ENGINEERING CORE

Product-Led Growth

Replaces conventional marketing retainers by baking monetization, upsell logic, referral engines, and dynamic conversion funnels natively into application software.

Code-Level Funnels Stripe & Whop Automated Upsells

DATA & CONTROL

100% Sovereign Ownership

Clients maintain absolute ownership over GitHub repositories, custom domains, Stripe accounts, and customer lists. Baseline hosting is billed directly with 0% agency markup.

Private Cloud Zero-Data-Retention AI Direct Git Ownership

B2B & ENTERPRISE

Dedicated AI Sprints & Agentic Pipelines

For enterprise clients requiring custom machine learning integration, we provide engineering retainers to deploy autonomous LLM agents, private document RAG pipelines, and automated integrations.

Agentic Workflows Edge Telemetry Autonomous Pipelines

PRODUCTION FLAGSHIPS & ADVANCED R&D

FEATURED SYSTEMS & RESEARCH

Distinguishing commercial agency client flagships engineered under LightShift Studio from advanced deep-learning speech & asynchronous research systems.

⚡ LIGHTSHIFT STUDIO FLAGSHIP PRODUCTION

HyperVerse

Science-Backed Biomechanical Fitness Platform with Google Gemini Multimodal AI

Engineered for head coach Carlos Andrei (14+ years biomechanical expertise). Delivers hyper-personalized hypertrophy telemetry for busy professionals, powered by a multimodal AI assistant that analyzes meal photos and injects live athlete streak data.

🤖 Multimodal AI Google Gemini API: Live athlete telemetry injection (streak, lean mass, PRs, recovery score).

👁️ Meal Vision Computer Vision: Extracts calories, macros, ingredient quality, and coach feedback from meal photos.

🌐 Multilingual UX Universal Coverage: In-memory phrase indexing for instant translation including RTL Arabic.

⚡ Edge Automation Whop & Resend: 4 purchasable tiers ($24.99–$199), Whop webhooks, daily 8am/1pm cron email reminders.

Google Gemini AI Multimodal Vision Vite Firebase Vercel Edge Whop API Resend

🔬 FINAL YEAR RESEARCH · 4-MEMBER TEAM SPEECH AI

Convo Capsule (MoM Generator)

Autonomous Speech-to-Document AI Pipeline for Minutes of Meeting

Eliminates manual meeting documentation by chaining OpenAI Whisper multilingual transcription, acoustic speaker diarization, participant voiceprint matching, and abstractive document summarization into professional MoM formats.

🎙️ Whisper ASR OpenAI Whisper: Multilingual speech recognition and automatic translation into structured English.

👥 Speaker Identification Acoustic Clustering: Unsupervised chunked embeddings attributing speech to distinct participants.

🔐 Voice Enrollment Biometric Matching: Cosine similarity threshold matching detected audio to enrolled participant profiles.

📝 Structured Synthesis Entity Extraction: Action items, decisions, attendees, and export to Word, PDF, and Markdown.

OpenAI Whisper Python 3 Transformers Speech Intelligence Streamlit

🔬 5TH SEMESTER SE PROJECT · 3-MEMBER TEAM LIVE DEPLOYMENT

Campus Core

Campus Information Management System & AI Academic Risk Index

A full-stack campus management platform built with Python and SQLAlchemy. Features an administrator AI Academic Risk Index that calculates composite student health metrics to trigger early intervention.

⚡ Python Backend Architecture: Python backend with SQLAlchemy ORM and relational SQLite data store.

📊 AI Risk Index Predictive Analytics: Evaluates GPA decay, <75% attendance triggers, and fee arrears into Low/Med/High tiers.

🛡️ RBAC Workflows Access Control: Segregated operational domains for Administrators (full CRUD), Faculty, and Students.

💎 Dynamic UX SSR Interface: Server-rendered Jinja2 templates dynamically swapped with HTMX and vanilla JS.

Python 3 SQLAlchemy SQLite HTMX Jinja2 JavaScript

⚡ LIGHTSHIFT STUDIO FLAGSHIP COMPLETED

Legacy Club

E-Commerce Architecture & Real-Time 3D Card Skin Customizer

A custom e-commerce application selling decorative wraps for payment cards. Combines an interactive 3D card studio with dynamic Notion database catalog synchronization and server-verified Razorpay payment security.

🎨 3D Customizer Interactive Studio: Real-time 3D card model with dynamic tilt and glare shaders responding to cursor via Cloudinary.

📑 Headless Notion Catalog Sync: Products, categories, and promo codes fetched dynamically from Notion with 100% fallback uptime.

💳 Tamper-Proof Pay Razorpay + HMAC: Serverless Python verifies cart totals and validates signatures before order logging.

✨ Conversion Flow GSAP + Cart Drawer: Free shipping threshold bar, dynamic promo caps, and responsive drawer checkout flow.

HTML5 / JS Tailwind CSS GSAP Python Serverless Notion API Razorpay Cloudinary

CAPABILITIES & ARCHITECTURE STACK

TECHNICAL ARSENAL

Curated engineering competencies across applied machine learning, core programming systems, and cloud persistence.

🤖

AI & Applied Machine Learning

OpenAI Whisper: Speech-to-Text & Multilingual Audio Transcription
Google Gemini API: Multimodal Vision, System Personas & Telemetry
Hugging Face Transformers: Sequence Models & Inference Pipelines
Scikit-Learn: Statistical Modeling, Clustering & Classification
NumPy & Pandas: Matrix Computations, Dataframes & Analysis
Prompt Engineering: Structured JSON Outputs & Agentic Workflows

⚙️

Core Engineering & Full-Stack Systems

Python 3: Primary Engineering Language (Async, APIs, Scripts)
Java: Object-Oriented Architecture, MVC & Core Algorithms
Node.js & Express: Backend Services, Webhooks & REST Endpoints
C Programming: Low-Level Memory Management & System Fundamentals
HTMX & Jinja2: Dynamic Server-Side Rendering without SPA Overhead
HTML5 & Modern JavaScript: ES6+, DOM Manipulation & Client Logic
Vanilla CSS3 & GSAP: High-Performance Animations & Micro-Interactions

☁️

Cloud, Databases & Integrations

SQL, SQLite & SQLAlchemy: Relational Data Modeling & Abstractions
MongoDB Atlas: Flexible Document Store & Cloud Persistence
Firebase: Realtime Firestore Datastore & User Authentication
Vercel Serverless & Render: Cloud Edge Functions & Scheduled Crons
Headless Notion API: Live Catalog Integration & Dynamic Content Sync
Whop, Razorpay & Resend: Payment Webhooks & Transactional Email APIs
Git & GitHub: Version Control, Trunk Development & Open Source

🎯

Methodology & Growth Architecture

Agentic AI Pipeline Architecture: Multi-stage Autonomous Workflows
Product-Led Growth (PLG): Code-Embedded Conversion Funnels & Upsells
30% Performance Partnerships: Zero Upfront Capital Client Risk
Zero-Data-Retention & Privacy: Private Cloud Isolation & Sovereign Data
Predictive Health Indices: Multi-Vector Heuristic Risk Scoring
Modular Software Design: Decoupled, Maintainable Clean Architecture

Uttaran Ganguly

AI Systems Architect · Founder @ LightShift Studio

📍 Kolkata, India · Open to Relocation

BIOGRAPHY & BACKGROUND

Bridging Scientific Machine Learning with Production Scale

I am a final-year Information Technology undergraduate at St. Thomas' College of Engineering and Technology (STCET) in Kolkata, graduating with a passion for architecting complex, production-ready intelligent systems.

In November 2025, I founded LightShift Studio to engineer high-throughput web applications, agentic AI workflows, and performance-based digital hubs for creators and operators. I work with a performance partnership model—absorbing all upfront engineering and design costs in exchange for a 30% revenue share on generated sales, aligning technical excellence directly with commercial results.

Whether implementing speech-to-document pipelines using Whisper, integrating Google Gemini multimodal vision into live athlete telemetry, or engineering full-stack Python systems with predictive risk analytics, I focus on software that is robust, fast, and mathematically sound.

EDUCATION B.Tech in Information Technology STCET Kolkata · 2022–Present (Final Year)

STUDIO VENTURE LightShift Studio Founded Nov 2025 · Custom AI & Systems

GET IN TOUCH

INITIATE CONVERSATION

Available for high-impact AI/ML engineering roles, performance partnerships via LightShift Studio, or technical discussions.

Direct Connection Points

📧

PRIMARY EMAIL uttaranganguly20@gmail.com

🐙

GITHUB REPOSITORIES github.com/uttaranganguly567 ↗

💼

LINKEDIN NETWORK linkedin.com/in/uttaran-ganguly/ ↗

⚡

STUDIO HEADQUARTERS light-shift.studio ↗