Hi,
I'm
Mohit
Ingale

Hello, I'm

Mohit Ingale

Software Engineer
Full-StackAIProduct EngineeringFull-StackAIProduct Engineering

"I learn by building,
and I build to find what’s possible."

View Projects
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01 — Project

MicroFlow ML Platform

Production-grade ML experimentation and observability platform powered by an autonomous Agentic AI engineering co-pilot. Built to handle dataset versioning, tracking hyperparameter drift, and executing automated model peer-reviews.

Agentic

AI Investigator

SHAP

Explainable AI

Hybrid RAG

pgvector + RAGAS Eval

MLOps

Observability Engine

Core Features

Agentic AI Investigator SHAP Explainability Hybrid RAG Search Experiment Tracking RAGAS Evaluation

Tech Stack

FastAPI React PostgreSQL pgvector SQLAlchemy Google Gemini API Docker

Architecture Flow

React / Vite
FastAPI + Service Layer
AI Query / RAG Layer
PostgreSQL + pgvector
Structured data → LLM reasoning → Validated queries

"Integrating GenAI into an MLOps platform taught me the power of Hybrid RAG and how LLM-as-a-Judge evaluations can quantify qualitative AI responses."

02 — Project

SHG Digital Record Platform

AI-powered bilingual governance and financial platform for Self Help Groups.

5

SHGs

50+

Active Users

2

Loan Systems

2

Languages

Core Features

Voice Assistant Loan Engine Digital Passbooks PDF Reports Role Permissions

Tech Stack

React Native Expo Node.js PostgreSQL Supabase TypeScript

Architecture Flow

React Native / Expo
Express + REST API
PostgreSQL
Loan & Governance Engine
Voice Input → Speech Recognition → Intent Classification → Validated Operation

"Designing immutable financial workflows taught me how to think beyond CRUD applications and build systems where data integrity is critical."

03 — Project

SentinelFlow

Applied ML platform for traffic prediction, incident analysis, and road-network intelligence.

8173

Incident Records

XGBoost

Traffic Prediction

PostGIS

Geospatial Data

NetworkX

Graph Analytics

Core Features

Traffic Prediction Incident Analysis Risk Analysis Route Intelligence Geospatial Mapping

Tech Stack

Python FastAPI React PostGIS XGBoost Random Forest
SentinelFlow Dashboard

Architecture Flow

React Dashboard
FastAPI
ML + Graph Analytics
PostGIS
XGBoost • Random Forest • NetworkX

"Building predictive systems reinforced the importance of feature engineering and geospatial data over simply increasing model complexity."

04 — Project

WorthIt

Privacy-first Chrome Extension that translates prices into hours of work.

100% Local

Computation

Custom

Salary Input

4+

Shopping Sites

Zero

Data Collection

Core Features

Price → Work Time Custom Salary Local Calculation Dynamic Price Detection

Supported Stores

Amazon India Flipkart Myntra Meesho

Tech Stack

React TypeScript Vite CRXJS Chrome Extension APIs

Architecture Flow

E-commerce Product Page
Content Script
Price Extraction
Local Calculation
Work-Time Overlay
Salary Profile Chrome Storage

"Building this extension taught me how to interact seamlessly with dynamic DOMs on complex SPAs without compromising user privacy."

05 — Project

Championship Streamer

Multi-Sport Tournament Management & Real-Time Scorecard

Mobile-first tournament platform with real-time SSE-powered scorecards, match tracking, team management, and role-based admin controls across 10 sports.

10

Sports Supported

SSE

Real-Time Updates

RBAC

Admin Controls

CI/CD

Automated Quality

Core Features

SSE Real-Time Updates Live Scorecards Match Tracking Fixtures & Results Team & Player Rosters Role-Based Admin Automated Testing & CI/CD

Tech Stack

React TypeScript Node.js Express PostgreSQL Drizzle ORM TanStack Query SSE Vitest GitHub Actions

Architecture Flow

React + TanStack Query
5-sec Polling
Express REST API + Zod
Drizzle ORM
PostgreSQL
OIDC Authentication Role-Based Admin Access Match & Score Management

"Building live score updates taught me how to balance data freshness with efficient client-side polling."

Side Project

Party Charades

AI-powered party game with dynamic content generation.

Dynamic

Game Decks

AI

Content Generation

Zustand

State Management

Responsive

Cross-device UI

Tech Stack

React TypeScript

Architecture Flow

React UI
Zustand
Prompt Engine
Gemini API

"Prompt engineering and dynamic UI generation highlighted the importance of balancing creativity with predictable user experiences."

MY ENGINEERING PHILOSOPHY

I like building things that have a reason to exist. Whether it's a tool for rural communities, a browser extension that changes how you look at a price, or an ML platform for experimenting with models, I enjoy taking an idea beyond the code and turning it into something people can actually use. I care less about using the newest technology and more about making the technology earn its place.

Fig. 01 — Monte Carlo Method

Estimating π by random sampling

π estimate
samples 0
error

A simple model, repeated sampling, and an answer that emerges from the data. I like the same principle in software: start with a clear question, test the idea, and let the results shape what comes next.

Tech Stack

Technologies I use to build production-ready software.

Languages

Python TypeScript JavaScript SQL Java C

AI & Machine Learning

LLM Applications RAG XGBoost Random Forest PyTorch OpenCV YOLOv8 SHAP

Frontend

React React Native Expo Tailwind CSS

Backend

FastAPI Node.js Express.js REST APIs SQLAlchemy

Databases

PostgreSQL pgvector MongoDB Supabase Firestore

DevOps & Tools

Docker Git GitHub AWS EC2 Linux Postman

Let's Connect

I'm always up for a conversation about software engineering, AI, product ideas, open source, or opportunities to build something meaningful together.

Ready for the Next Journey

> Let's build something meaningful together.