Mahi Patni Mxhi-04

Overview

Crafting little worlds, pixel by pixel — charting the convergence of physics-informed machine learning, autonomous multi-agent coordination, and immersive web architectures.

Anchor: Physics-informed machine learning for materials science (Asian Paints Alchemy 2026), combining the Fox equation with Gaussian Process residual modeling and conformal prediction intervals.
FloodSetu: Decentralized multi-agent rescue dispatch engine (Code-E-Manipal 2.0), implementing Contract-Net auction protocols and offline SOS resilience.
Anime Todo: Immersive 3D interactive productivity environment built with Three.js, GSAP, and private local-first storage.
VyaparAI: Intelligent retail billing and inventory management workspace with voice-assisted POS and offline analytics.

Philosophy & Direction _{(click to inspect)}

"Inherited Will, the Swell of the Age, and the Dreams of its People — these are things that will never be extinguished. As long as people seek the answer to freedom, they will continue to explore."

Across mathematical physics, distributed autonomous swarms, and interactive graphics, every project represents a focused exploration of real-world problems and systems design.

Engineering Domains

_{Every coordinate charts a distinct engineering domain. Expand a sector to explore the code.}

Physics-Informed Machine Learning & Materials Intelligence

Project	Description	Stack	Status / Links
Anchor	Physics-anchored, uncertainty-aware copolymer $T_g$ prediction. Integrates the Fox equation with Gaussian Process residual learning. Delivers 90% conformal prediction intervals and active learning to minimize wet-lab polymer formulation trials.	`Python` `Scikit-Learn` `SciPy` `PINN`	Repo · Asian Paints Alchemy 2026

Autonomous Swarms & Multi-Agent Protocols

Project	Description	Stack	Status / Links
FloodSetu	Decentralized multi-agent flood rescue dispatch engine. Runs Contract-Net auction protocols between emergency responder agents, offline citizen SOS broadcasts, and a tamper-evident relief ledger with 10/10 safety invariants held across 140 benchmark runs.	`TypeScript` `Multi-Agent` `PNPM` `Vite`	Live Demo · Repo · Code-E-Manipal 2.0

Interactive 3D Web Engineering & Creative Graphics

Project	Description	Stack	Status / Links
Anime-Todolist	Grand Line Dashboard & 64-World Productivity Studio. An anime-inspired personal workspace with ambient live loops, customizable focus timers, dynamic Three.js ocean stage, and private IndexedDB storage.	`JavaScript` `Three.js` `GSAP` `Supabase` `Vite`	Live Demo · Repo
Soul-Bites	Modern Cloud Kitchen food ordering web platform. High-performance restaurant storefront with reactive menu filtering, cart state management, and streamlined checkout experience.	`React` `TypeScript` `Vite` `Tailwind`	Live Demo · Repo

Intelligent Systems & Retail Infrastructure

Project	Description	Stack	Status / Links
VyaparAI	Smart Billing, AI Data Analyst & Inventory Management. Retail command center designed for neighborhood businesses. Features voice-assisted sales, automated stock runway alerts, cash reconciliation, and conversational business insights.	`JavaScript` `HTML5` `CSS3` `Chart.js`	Live Demo · Repo