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shehanmakani/README.md
[ SYSTEM_BOOT ] : SHEHAN_MAKANI.exe ── initializing...

Chemical Engineer · AI Engineer · Founder

Bridging molecular kinetics and autonomous software — the Software-to-Steel pipeline.

Pearl River, NY · ChemeNova LLC · ChemRich Global · Tech MBA · NJIT


The Mission

Building autonomous R&D pipelines that convert complex simulations into physical industrial outcomes. I work at the intersection where a process engineer's intuition meets an AI architect's toolbox — replacing static chemical workflows with systems that design, validate, and optimize themselves.

This isn't AI applied to chemistry as a feature. It's chemistry reimagined as software.


What I'm Building

ProjectRoleStatus
IntelliForm™Agentic formulation intelligence platformActive · ChemeNova
FormulAINatural language → formulation engineLive v1.0
MaximusXPrivate GPU-accelerated AI edge nodePilot · Jetson Orin Nano
Formulation Time MachineArrhenius kinetic lifecycle predictionOptimizing
Cheminformatics MLKaggle portfolio · 6 notebooksActive
TradeBotAlgorithmic trading system · Alpaca + TelegramPrivate

Technical Stack

CHEMICAL_DOMAIN= ["Formulation Optimization", "Kinetic Modeling", "Green Chemistry",
"Specialty Chemical Operations", "Process Engineering"]
AI_ENGINEERING= ["Agentic Workflows", "LangGraph", "Multi-Agent Orchestration",
"Prompt Engineering", "RAG Pipelines", "Predictive ML"]
CHEMINFORMATICS= ["RDKit", "chemprop", "ADMET Prediction", "Molecular ML",
"Retrosynthesis", "Space Solar Materials"]
EDGE_STACK= ["NVIDIA Jetson Orin Nano", "Raspberry Pi 5", "IIoT Sensors",
"Digital Twins", "PINNs", "FFT Vibration Analysis"]
LANGUAGES= ["Python (primary)", "JavaScript", "Bash / Linux"]
PLATFORMS= ["Vercel", "Docker", "PM2", "Cloudflare Tunnel", "Alpaca Markets"]

Domain Depth

10+ years across the specialty chemical value chain — from family manufacturing roots (Snow White Products, est. 1985) through pharmaceutical project management (RK Pharma · Stira Pharmaceuticals) to founding AI-native chemical companies.

Products shipped: Calcium Chloride FCC · D-Limonene · Sodium Benzoate · Propylene Glycol · IPA 99% · Citric Acid across India, the Middle East, and North America.

Research: Surrogate-assisted multi-objective optimization for chemical formulation · published RSC Digital Discovery · ORCID 0009-0005-6746-308X


Active Repositories

cheminformatics-ml ML notebooks for cheminformatics · SpaceChem-AI · ADMET · Retrosynthesis

Jupyter Notebook

FormulAI Premium AI formulation assistant · sustainability posture · regulatory alignment

JavaScript

MaximusX Local GPU AI stack · LangGraph supervisor · Context Membrane RAG

Python

Formulation-Time-Machine First-order kinetics + Arrhenius-based shelf life simulation

Python

gold-price-prediction Walk-forward CV · macro features · regime-switching ensemble

Jupyter Notebook

future-self-emulator Recursive agentic life-path simulation via decision intelligence

Python


Connect

LinkedIn · Medium · Portfolio · ORCID · about.me

Focus: Scaling the Software-to-Steel pipeline for advanced chemical manufacturing.

Pinned Loading

  1. MaximusXMaximusXPublic

    A private, GPU-accelerated personal AI assistant built for privacy, automation, and control. Runs locally on NVIDIA Jetson Orin Nano with Raspberry Pi voice edge and Mac dashboard. Integrates RAG, …

    Python 1

  2. future-self-emulatorfuture-self-emulatorPublic

    Simulate multiple life-path versions of yourself to make better long-term decisions using Agentic AI.

    Python

  3. FormulAIFormulAIPublic

    FormulAI is a premium-feeling AI formulation assistant for specialty chemical R&D teams. A chemist describes a target product, tunes sustainability and cost posture, picks a regulatory region, and …

    JavaScript 1

  4. Formulation-Time-MachineFormulation-Time-MachinePublic

    Formulation Time Machine is an AI-powered simulation framework designed to predict the lifecycle of complex chemical formulations. By applying first-order kinetics and Arrhenius-based temperature a…

    Python 1

  5. cheminformatics-mlcheminformatics-mlPublic

    ML notebooks (Kaggle Contributions) for cheminformatics

    Jupyter Notebook 2

  6. gold-price-predictiongold-price-predictionPublic

    Built a genuine next-day gold price forecasting system addressing the most common flaw in financial ML: same-day data leakage.

    Jupyter Notebook 1