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INITIALIZING LIRESH.OS_

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LIRESH

AI / ML ENGINEER

01IDENTITY

LIRESH NV

AI / ML · INTELLIGENT SYSTEMS

I BUILD SYSTEMS.

NOT JUST MODELS.

AI / ML ENGINEER

I build intelligent systems that turn complex real-world problems into working products.

BASED IN INDIA

B.TECH — ARTIFICIAL INTELLIGENCE & MACHINE LEARNING

RAJALAKSHMI ENGINEERING COLLEGE

AI/MLGenerative AIAgentic AIIntelligent AutomationComputer Vision
SCROLL

[02] SYSTEMS

INSIDE THE SYSTEM

USER
INTERFACE
API
AI ENGINE
AGENTS
DATABASE
TOOLS

METHODOLOGY

HOW I TURN PROBLEMS INTO SYSTEMS

Every project moves through the same pipeline. Select a stage to see what happens there.

Select the appropriate model, representation, reasoning layer, or algorithm for the problem.

[03] PROJECTS

SELECTED
SYSTEMS

Three systems, one engineering pattern. Scroll to move through them.

01 / 03

SKILLDEX

AI-POWERED SKILL INTELLIGENCE PLATFORM

An intelligent platform designed to bridge the gap between academic learning and industry requirements.

SKILL GRAPHGAP ANALYSISPERSONALIZATION

02 / 03

INVOICEIQ

AUTONOMOUS INVOICE INTELLIGENCE

A zero-OCR, agentic pipeline that turns raw invoices into structured, validated, routable decisions.

ZERO-OCRAGENTIC AUTOMATION

03 / 03

PROJECT POSEIDON

THE SENTINEL NETWORK

Predictive public-health intelligence — monitoring environmental signals for early anomaly detection.

ANOMALY DETECTIONEARLY WARNING

[04] STACK

THE TOOLS BEHIND THE SYSTEM

AI

[05] JOURNEY

PROGRAMMING
DATA
MACHINE LEARNING
GENERATIVE AI
AGENTIC AI
INTELLIGENT SYSTEMS

CURRENTLY BUILDING

Agentic AI systems

Intelligent automation

AI evaluation frameworks

Local AI pipelines

End-to-end intelligent applications

NEXT OBJECTIVE

Build → Evaluate → Open Source

PROOF OF WORK

Building in the open

GitHub contribution activity for lireshnv

[06] CONNECT

BUILD INTELLIGENTLY.
SHIP RELENTLESSLY.

READY TO CONNECT

GET IN TOUCH

Whether you're hiring, collaborating, or just curious — drop a message and it'll open straight in your email client.

EDUCATION

B.Tech, Artificial Intelligence & Machine Learning

Rajalakshmi Engineering College

session closed. connection secure.