Abin Justinkumaravel
ABIN J
KUMARAVEL
AI Engineer

Building the Neural Infrastructure for Modern Business.

01

// ABOUT ME

Writes systems.
Rewrites rules.

I'm Abin — AI Engineer & Systems Architect, and the kind of person who sees a broken system and immediately opens a code editor. I build at Lure Techsolutions — production-grade AI: RAG pipelines, autonomous agents, and intelligent automation that replaces busywork with actual intelligence.

Outside the terminal: I practice Kalaripayattu, speak at colleges across Tamil Nadu, run a clothing brand, and document the whole chaotic journey on YouTube — all from Nagercoil, where nobody told me this was supposed to be hard.

Most people wait for permission. I shipped a company instead.

0.6

MCA CGPA

0+

AI Projects

0

Enterprise Product

0+

Years Experience

Abin — editorial portrait

AVAILABLE

Open to LLM Projects

// WHO I AM

The many faces of Abin.

01

The Engineer

LLM Engineer

Building production RAG systems, AI agents, and LLM pipelines. Enterprise-grade AI that actually ships.

AI · TECH
02

The Engineer

AI System Engineer

Building at Lure Techsolutions. Leading product architecture, team, and client delivery.

STARTUP · LEADERSHIP
03

The Face

Model & Visual Brand

My face is my brand. Curating a visual identity that's confident, editorial, and authentically South Indian.

MODELING · BRAND
04

The Teacher

Content Creator

YouTube channel teaching LLM engineering to developers across India. Making AI accessible.

YOUTUBE · EDUCATION
05

The Speaker

Tech Evangelist

College talks on AI, LLMs, and entrepreneurship. Inspiring Tamil Nadu's next wave of builders.

SPEAKER · COMMUNITY
06

The Builder

Entrepreneur

Clothing brand. Catering digital ops. Multiple revenue streams. Because builders build everything.

BUSINESS · REVENUE
02

// EXPERTISE

Advanced stack.
Real
deployments.

I operate across the full spectrum — from AI architecture to personal brand.

Multimodal RAG

Vision-Language Models + Knowledge Graph retrieval. ColPali-powered pipelines that treat documents as images — zero OCR brittleness.

ColPaliNeo4jLangGraph

Agentic Workflows

Stateful multi-step agents orchestrated with LangGraph. Real-time tool use, memory, and human-in-the-loop checkpoints.

LangGraphPlaywrightDeepgram

SLM Fine-Tuning

Domain-specific model adaptation with Unsloth + QLoRA + DPO. GPT-4 quality at 10× lower cost using Knowledge Distillation.

UnslothQLoRADPO

FastAPI & Backend

Production-grade Python APIs with FastAPI, PostgreSQL, and Redis. Clean microservice architecture that holds up under real load.

FastAPIPostgreSQLDocker

Entrepreneurship

Managing Director at TheHouseOfRegent. AI System Engineer at Lure Techsolutions. From zero to enterprise clients — product strategy, team, and revenue.

Managing DirectorAI System EngineerVentures

AI Education

YouTube channel teaching advanced LLM engineering to 1000+ Indian developers. Keynote speaker at Tamil Nadu engineering colleges.

YouTubeKeynotesCommunity

// SELECTED WORK

Agentic systems.
Production-grade.

01ENTERPRISE RAG · LOCAL LLM

Pegasyz

Qwen2.5-3BChromaDBBAAI/bge-m3FastAPIDocker Compose
02HYBRID SEARCH · RERANKING

Hybrid RAG Engine

BM25ChromaDBBAAI/bge-m3BGE-RerankerRRF

Advanced retrieval pipeline combining parallel BM25 keyword search and dense vector retrieval (BAAI/bge-m3, 1024-dim). Reciprocal Rank Fusion (k=60) fused with a BGE-Reranker-Base cross-encoder to eliminate latency bottlenecks and maximise precision.

RRF k=60 FUSION · CROSS-ENCODER RERANKED

03COMPUTER VISION · REAL-TIME

YOLOv8 Asset Tracker

YOLOv8NumPyPandasPythonDocker

02 / 03HYBRID SEARCH · RERANKING

// TIMELINE

The journey so far.

2026 – Present

Managing Director

TheHouseOfRegent

Managing and directing a D2C fashion brand. Built the full AI automation layer: Regent-Mind SLM for product content, MeetPulse AI for vendor call logging, and a FastAPI + PostgreSQL inventory system replacing spreadsheets.

AI AutomationFastAPIPostgreSQLLangChainLeadership

2024 – Present

Technical Proprietor

Pommi Caterings

Digitised a family catering business end-to-end — Python barcode billing system (65% faster order processing), Omni-Scribe for invoice querying, and WhatsApp notification pipeline.

PythonBarcode SystemsFastAPIOmni-Scribe

2025 – Present

AI Engineer — Lure Tech Solutions

Lure Tech Solutions

Delivering enterprise AI: 100K+ document RAG system for a manufacturing MNC (70% faster retrieval), autonomous customer support agent (60% auto-resolution). Led 3-person team from zero to first enterprise clients.

LangGraphChromaDBFastAPIPostgreSQLTeam Lead

2024 – Present

AI Engineer — Freelance

Client Projects · India

Building production Multimodal RAG systems, Agentic workflows, and LLM automation for enterprise clients. Stack: FastAPI, LangGraph, Neo4j, ColPali, Unsloth.

RAGLangGraphNeo4jUnslothColPali

// TRUSTED BY

Enterprise clients & partners.

Manufacturing MNCE-commerce PlatformSaaS CompanyEducational InstitutionHealthcare SectorRetail AutomationManufacturing MNCE-commerce PlatformSaaS CompanyEducational InstitutionHealthcare SectorRetail Automation

* Client names withheld under NDA · References available on request

Abin delivered an LLM solution that fundamentally changed how our team accesses institutional knowledge. The RAG system processes over 100,000 documents with remarkable accuracy. Exceptional technical depth.

Head of Digital Transformation

Manufacturing MNC

The AI agent system Abin built cut our customer support resolution time by 60%. He understood our business before writing a single line of code.

Product Manager

E-commerce Platform

Abin lifestyle

// THE FULL PICTURE

More than an engineer.

Outside the terminal: I practice Kalaripayattu, speak at colleges across Tamil Nadu, run a clothing brand, and document the whole chaotic journey on YouTube — all from Nagercoil, where nobody told me this was supposed to be hard.

MARTIAL ARTIST

Kalaripayattu Practitioner

India's oldest martial art. Building physical discipline, reflexes, and the mental clarity that makes 4:30 AM productive.

CLOTHING BUSINESS

Fashion & Retail

Running a clothing store with DTF printing. Real business: inventory, staff, margins, customers.

COMMUNITY BUILDER

College Speaker

Talks on AI and entrepreneurship across Tamil Nadu. Giving back to builders who can't afford Silicon Valley.

DISCIPLINED SYSTEM

Personal Operating System

4:30 AM rise. 3L water. Gym before code. The routine is the foundation everything else is built on.

// WORK WITH ME

What I build for you.

01

LLM Integration

From ₹15,000

1–2 weeks

Integrate LLM capabilities into your existing product. Chat, search, summarization, or custom NLP pipelines.

  • Requirements scoping call
  • Custom LLM integration
  • API endpoints
  • Basic testing suite
  • 30-day support
★ FEATURED
02

RAG System Build

From ₹40,000

2–4 weeks

Enterprise-grade retrieval-augmented generation. Natural language querying over your documents, databases, and knowledge base.

  • Discovery & architecture design
  • Document ingestion pipeline
  • Vector database setup
  • Query & retrieval engine
  • Frontend integration
  • Deployment & monitoring
  • 60-day support
03

Full AI Agent System

From ₹80,000

4–8 weeks

Autonomous multi-step AI agents that handle complex workflows without human intervention. Custom tools, memory, and reasoning.

  • Full requirements workshop
  • Multi-agent architecture
  • Custom tool development
  • Memory & state management
  • Integration testing
  • Staging & production deploy
  • 90-day support + SLA

College Talk

From ₹3,000/session

Brand & Modeling Collab

By arrangement

// LET'S BUILD

Let's build something extraordinary.

Whether you need an AI system, a collaborator, or a speaker — let's talk.

I RESPOND WITHIN 24 HOURS.

Nagercoil, Tamil Nadu 🇮🇳 · Available Globally
Open to LLM Projects & Collaborations