Open to work

Manjunath Urs

AI Platform Engineer · Applied GenAI & Agentic Systems · Security-First

15+ years delivering enterprise-grade, resilient platforms across datacenter orchestration, factory automation, and security compliance.

Python Ansible Kubernetes FastAPI LLM Agents
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From network planning to architecting the systems that run them.

Over the past 15+ years, I’ve evolved from core infrastructure and DevOps into building end-to-end full-stack applications, robust backend services, and AI-driven platforms. From datacenter orchestration engines to custom RAG and agentic AI systems, today I focus on engineering intelligent systems by combining modern web interfaces with agentic AI and RAG to ship high-impact software that scales.

2019 — Now
Dell Technologies
Software Senior Engineer
2018
Riverbed Technology
DevOps Engineer
2014 — 2018
Nokia Networks
System Verification Engineer
2012 — 2014
Cisco Systems
QA Engineer
2009 — 2012
Zenprotics
Network Engineer

Platforms built for efficiency & reliability.

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01 · Dell Technologies

PSIRT-PAL

CVE Resolution Agent

A full-stack, agentic AI assistant for product security, with a React 18 frontend, FastAPI backend, and AI tool-calling that invokes backend skills to automate vulnerability-response tasks end to end. It lets one engineer single-handedly manage PSIRT activities across 9 Dell products.

React 18FastAPIAgentic AICeleryPostgreSQL
2–3 days → 1–2 min300–450 CVE assessment
visual → media/projects/sat.mp4
02 · Dell Technologies

SAT

STIG Compliance Analyzer

An AI-driven engine that compares DISA STIG revisions using two-layer semantic analysis (MPNet sentence embeddings with FAISS in-memory similarity search), automatically classifying rule changes and flagging the implementation updates each new revision requires. It became a model for AI adoption across the org.

PythonMPNetFAISSMistral-7B
2–3 days → hoursSTIG revision analysis
visual → media/projects/vast.mp4
03 · Dell Technologies

VAST

CI/CD & Compliance Pipeline

Dell's factory automation platform. I built its Jenkins CI/CD pipelines from the ground up (build, upload, deploy, test), plus the backend Python and Ansible workflows powering provisioning, and an Ansible unit-test framework wired into CI that caught regressions before merge (previously ~50% of new code broke existing playbooks).

JenkinsAnsiblePythonDocker
~50% → 0playbook regressions at merge
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04 · Dell ISG Hackathon 2025 · Finalist

SnapMap

API & Command Discovery from UI Screens

A smart agent that reads a UI screenshot and surfaces the APIs and commands behind it, combining PaddleOCR and OpenCV screen understanding with a RAG engine and multi-model GenAI (Mistral, Phi-3, Mixtral). Built as a small team on a Dockerized Flask backend. Finalist in the AI-FOR / Modern Dev track.

PaddleOCROpenCVRAGGenAIFlask

// Languages & Core

Python TypeScript JavaScript SQL Bash PowerShell

// Backend & Frontend

FastAPI React 18 Next.js Flask PostgreSQL SQLAlchemy

// AI & Intelligent Systems

Agentic AI Custom RAG MPNet FAISS Mistral & Llama SFT Guardrails & Security

// Cloud & Infrastructure

Kubernetes (CKAD) Docker Ansible Jenkins CI/CD NGINX Proxmox / VMware

// Domains & Certifications

Datacenter Orchestration PSIRT Champion STIG Compliance CKAD SAFe Agilist CCNA

Let's build something
ambitious together.

I'm always up for building robust applications, turning complex requirements into clean code, and shipping software that lasts.