AI/ML EngineerFull Stack DeveloperAgent Systems

Portfolio / Operational Interface

Harsh Kumar Banka

I build agentic AI products, production serverless systems, and full-stack interfaces that turn messy workflows into measurable, reliable automation.

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30+
CDK stacks
20
Months at EmendoAI
8.75
CGPA
12/12
Claim eval tests
systems.armorylive

active pipeline

Claim AI Control Plane

Document intelligenceok
Agent orchestrationok
Serverless backendok
Evaluation loopsok
GitHubLinkedIn
India / Remote systems builder

Profile / Education

Builder with research depth and production instincts.

I am a Computer Science Engineering student focused on applied AI systems: agents, document intelligence, evaluation loops, and resilient web products that ship.

academic record

Bachelor of Technology in Computer Science and Engineering

SRM Institute of Science and Technology

Sep 2022 - May 2026India
8.8
CGPA
Production AI pipelines
Serverless architecture
Agent evaluations
Research-grade CV systems
resume asset

PDF / Professional Brief

Harsh Kumar Banka

AI/ML engineering, agent systems, full-stack product delivery, and production infrastructure experience in one compact file.

Capability Rack

Tools arranged for production velocity.

A practical stack for AI prototypes that need to survive contact with real users, queues, databases, and deployment pipelines.

Languages
Python
TypeScript
JavaScript
Java
C/C++
SQL
HTML/CSS
AI/ML & Data
PyTorch
TensorFlow
MLflow
ZenML
NumPy
Pandas
scikit-learn
Computer Vision
NLP
GenAI & Agents
LangGraph
LangChain
Pydantic AI
Google ADK
Claude Code SDK
RAG
Gemini
Prompt Engineering
Product Infrastructure
Next.js
React
FastAPI
Node.js
PostgreSQL
MongoDB
Redis
Docker
AWS
Azure
Supabase
7+
Programming languages
10+
Agent and GenAI tools
15+
Cloud and product systems

Work Log

Field-tested engineering.

Roles across AI product engineering, backend infrastructure, fintech product delivery, and computer vision research.

Full-time

AI/ML & GenAI Developer

EmendoAI

Oct. 2024 - Jun. 2026

Remote

Helped architect and maintain 30+ AWS CDK stacks for a production construction management platform.

Built a Gemini pipeline to classify and extract structured data from multi-page receipt and quote PDFs.

Built an LLM-powered testing framework for end-to-end regression across 10+ backend features.

Moved the Gemini document pipeline from Step Functions to S3 -> SQS -> Lambda with fuzzy duplicate detection and per-failure error messages.

Contract

Software Engineer

Quinence

Jun. 2024 - Oct. 2024

Australia (Remote)

Built Halocard end-to-end, integrating Rain, Coinflow, Ethereum, Solana, KYC, and production deployment.

Built PaddockPath, a multi-platform cattle management system with offline-first PowerSync architecture and multi-tenant isolation.

Research

Research Intern

National Institute of Technology Trichy

May. 2024 - Jul. 2024

Tiruchirappalli, India

Extended FiDIP methodology into an HRNet pose estimation system for infant motor skill monitoring, reaching 93.6 mAP on SyRIP.

Built multi-version video inference pipelines to estimate movement patterns from predicted keypoints across frames.

Project Arsenal

Systems that look like products because they are.

A small set of AI-heavy builds with real data flow, async work, streaming UX, deploy paths, and explainability.

featured module01

MedClaim AI

AI-powered insurance claims processor with a 5-agent LangGraph pipeline for verification, extraction, policy evaluation, fraud detection, and final decisioning.

Config-driven policy engine with 10 dynamic evaluators, SSE progress streaming, GitHub Actions to ECR, and 12/12 test cases passing with explainability.

LangGraphNext.jsAWS LambdaGeminiNeon PostgreSQLSQSPython
featured module02

Layerwise

AI blueprint takeoff tool that extracts count, linear, area, and volume quantities from construction drawings with Gemini Vision and auto-scale detection.

Hybrid TypeScript and Python serverless app with SSE streaming and dual-agent architecture for takeoff plus scale detection.

Next.jsFastAPIGemini VisionPydantic AIVercel BlobPython

CRM-Xeno

Full-stack CRM platform with AI-powered audience segmentation, campaign management, smart scheduling, and lookalike generation.
repo

News Insights

Disease outbreak monitoring platform using AI and NLP to crawl news sources, extract health keywords, and visualize them geospatially.
repo

Transmission

Bring a hard problem.

I am open to AI engineering roles, product collaborations, backend architecture work, and ambitious prototypes that need to become dependable systems.

Emailhb8088@srmist.edu.inPhone+91 7275059321LocationIndia

External channels

LinkedInGitHub
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