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Building production-grade AI systems for enterprise workflows

Panduri Vishnu Vardhan

AI Engineer building production-grade agentic systems, LLM workflows, RAG platforms, and backend services for enterprise teams.

AI EngineerGenAI EngineerLLM EngineerBackend EngineerMachine Learning EngineerSoftware Engineer
Panduri Vishnu Vardhan profile photo

Current system

Oracle HCM multi-agent LLM framework

4
Patents / pending
40%
Credit review effort cut
35%
Loan turnaround improved
800+
DSA problems solved

About

Production AI, grounded in backend engineering.

vishnu.ai/profile
$ help

Commands: about, skills, experience, education, projects, contact

Operator profile

AI systems engineer with backend instincts.

Explore the terminal commands to scan skills, projects, education, and contact details like a compact recruiter console.

4
Patents / pending
40%
Credit review effort cut
35%
Loan turnaround improved
800+
DSA problems solved

Mission Control

Company stations, operational impact, and systems shipped.

Chennai

AI/ML Engineer

Tiger Analytics

MISSION ACTIVE
LangChainLangGraphClaude APIOpenAI APIAzure OpenAIOracle AI StudioAzure AI FoundryAzure AI SearchFastAPIOracle HCM
Architecting a production-grade Agentic AI framework for Oracle HCM with four collaborating agents: Requisition, Interview, Interview Scheduler, and LinkedIn Prospect.
Orchestrating multi-agent collaboration across reasoning, retrieval, and decision-making workflows for a Fortune 1000 client.
Designing and deploying FastAPI REST APIs that expose agent capabilities to Oracle HCM recruiting workflows.
Partnering with data science and engineering teams to translate business requirements into deployable enterprise-grade GenAI workflows.

AI Engineering

LLM systems that connect reasoning to real workflows.

AI Core

LLMs
Agents
RAG
Vector DB
LangChain
LangGraph
Claude API
Azure AI
Pinecone
Oracle HCM

Agentic AI Systems

Multi-agent workflows for Oracle HCM, including requisition, interview, scheduler, and prospecting agents.

RAG & Retrieval

Enterprise retrieval flows using Azure AI Search, Azure AI Foundry, Oracle AI Studio, and vector systems such as Pinecone.

LLM Productization

FastAPI surfaces, orchestration, monitoring collaboration, and deployable GenAI workflows for enterprise recruiting and decision systems.

Decision Automation

Credit bureau integrations and rule-engine automation that reduced review effort, turnaround time, and underwriting exceptions.

Projects

Case-study style project work.

CredWise AI product preview
Product preview
JavaSpring BootReact

AI-Powered Credit Risk & Loan Decision Platform

CredWise AI

Problem

Manual credit review workflows slowed loan decisions and limited visibility for underwriting teams.

Solution

Built a 10-module Java, Spring Boot, and React platform with APIs for loan applications, authentication, analytics, and reporting.

Architecture

Layered service architecture with REST APIs, dashboard analytics, responsive fintech UI, and structured credit decision workflows.

Impact

Cut manual loan-review effort by 60%, improved workflow efficiency by 50%, and raised decision visibility and user productivity by 40%.

Challenge: Balancing decision visibility, scalable backend boundaries, and low-friction review operations.

JavaSpring BootReactREST APIsFintechAnalytics
ScaleLab AI product preview
Product preview
AI/MLFull StackSystem Design

Full-Stack System Design Simulation Platform

ScaleLab AI

Problem

System-design preparation needed realistic architecture scenarios, feedback loops, and recruiter-style assessment.

Solution

Modernized a simulation platform spanning 12 modules, 25+ features, and 10+ interactive workflows.

Architecture

AI-assisted reasoning layer, scenario engine, recruiter assessment flows, benchmark dashboards, and visual system-flow tools.

Impact

Improved interview readiness by 60%, lifted user engagement by 50%, and increased learning efficiency by 65%.

Challenge: Turning open-ended architecture reasoning into structured, interactive workflows that stay useful for interview preparation.

AI/MLFull StackSystem DesignDashboardsStructured Reasoning
Accident Identification and Alert System product preview
Product preview
CNNGPSComputer Vision

CNN + GPS Real-Time Safety Platform

Accident Identification and Alert System

Problem

Fleet incidents needed faster detection and alerting under real-world traffic conditions.

Solution

Built a real-time accident-detection system using CNN and GPS with automated driver and fleet-manager alerts.

Architecture

Video-processing pipeline, CNN inference, GPS context, and alerting workflow tuned for real-time operation.

Impact

Reached 96% detection accuracy across a 50+ vehicle fleet, cut emergency response time by 40%, and sustained 30+ FPS analysis.

Challenge: Maintaining inference throughput while processing high-traffic video streams.

CNNGPSComputer VisionReal-Time InferenceAlerting

Skill Galaxy

A systems-minded AI engineering toolkit in orbit.

Python
Java
SQL
JavaScript
C
HTML/CSS
Machine Learning
Deep Learning
NLP
Computer Vision
Generative AI
Agentic AI
LLM Applications
RAG
Prompt Engineering
LangChain
LangGraph
AI Agents
Multi-Agent Systems
Workflow Orchestration
Claude API
OpenAI API
Azure OpenAI
FastAPI
REST APIs
Spring Boot
Spring MVC
Drools
Maven
Gradle
OOP
Azure
Oracle Cloud Infrastructure
AWS S3
AWS RDS
Azure AI Search
Oracle AI Studio
Pinecone
Docker
MySQL
Oracle
MongoDB

Programming

PythonJavaSQLJavaScriptCHTML/CSS

AI, LLMs & ML

Machine LearningDeep LearningNLPComputer VisionGenerative AIAgentic AILLM ApplicationsRAGPrompt Engineering

Frameworks & APIs

LangChainLangGraphAI AgentsMulti-Agent SystemsWorkflow OrchestrationClaude APIOpenAI APIAzure OpenAI

Backend

FastAPIREST APIsSpring BootSpring MVCDroolsMavenGradleOOP

Cloud & Data

AzureOracle Cloud InfrastructureAWS S3AWS RDSAzure AI SearchOracle AI StudioPineconeDocker

Databases & Tools

MySQLOracleMongoDBMariaDBRedisGit/GitHubPostmanSwaggerJiraGrafana

Credentials

Research, patents, certifications, and education.

Published Research

"Guava Leaf Disease Detection Using YOLOv8" published in LNEE Vol. 1211 at the International Conference on Machine Vision and Augmented Intelligence.

UNLOCKED_01

Plant Leaf Disease Patent

Patent: A System and Method Facilitating Detection and Prediction of Plant Leaf Diseases. IP India Application No. 202341063225.

UNLOCKED_02

YOLO-NAS Lung Cancer Patent

Patent: Lung Cancer Detection Using YOLO-NAS. IP India Application No. 202541010530.

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Knowledge Networks Patent

Patent: Streamlining Written Content Through Knowledge Networks. IP India Application No. 202541062799.

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AI Anti-Drone Patent

Patent pending: Automated AI-Based Anti-Drone System for Soft Killing.

UNLOCKED_05

Technical Leadership

Served as Technical Team Lead for the Microsoft Student Ambassador Club.

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Competitive Programming

Solved 800+ competitive programming and data-structures problems and contributed to in-house tooling for the AI team.

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Certifications

AWS Certified Cloud PractitionerOracle Certified Professional: Java SE 11 DeveloperOracle Certified Java Explorer

Education

B.Tech, Computer Science and Engineering

VIT University, India

2021 - 2025 / CGPA 9.41

Intermediate

Sri Viswa Junior College, Visakhapatnam

2019 - 2021 / 96.6%

Secondary School

Sri Chaitanya Techno School, Andhra Pradesh

2018 - 2019 / CGPA 9.8

Contact

Available for AI engineering conversations.