Shravan Kumar

Shravan Kumar

SDE · AI/ML Engineer · LLM & Agentic AI


About

I'm a software engineer specializing in AI/ML, LLMs, and agentic systems, currently building production backend services at GlobalLogic (a Hitachi Group company). I design and ship multi-agent platforms using FastAPI, LangGraph, LangChain, and Azure OpenAI, backed by PostgreSQL, MongoDB, Redis, and vector databases. My work spans RAG architectures for large codebases, context-management pipelines that cut LLM token costs, and CI/CD orchestration APIs with fail-fast rollback, version locking, and audit trails that deploy AI agents across Kubernetes, AWS ECS, Azure Container Apps, and Google Cloud Run. I also build the production foundations around them: GitHub Actions pipelines, Docker, RBAC/SSO, multi-cloud secret management, and OpenTelemetry observability. That work earned me a Spot Award. I'm strongest at backend API design, LLM application engineering, agentic workflows, and real-time systems with WebSockets, and I enjoy taking AI features from prototype to reliable production. I'm open to SDE, AI/ML, and backend roles, and happy to talk agents, RAG, or system design at DevFest.

Skills
Python
FastAPI
LangGraph
LangChain
LangFlow
RAG
LLM Orchestration
Multi-Agent Systems
Prompt Engineering
Azure OpenAI
OpenAI API
Gemini API
Ollama
LiteLLM
MCP
Vector Databases
FAISS
ChromaDB
Embeddings
NLP
Computer Vision
OpenCV
MediaPipe
TensorFlow
Scikit-learn
HuggingFace Transformers
REST APIs
WebSockets
Microservices
SQLAlchemy
Pydantic
Pytest
PostgreSQL
MongoDB
Redis
MinIO
React
JavaScript
Java
C++
Experience

Python Backend Developer

GlobalLogic, a Hitachi Group Company

Apr 2025 to Present
  • Built production backend microservices for an AI-driven product development platform using FastAPI and LangGraph, enabling multi-agent orchestration across distributed enterprise services
  • Engineered context-management pipelines that preprocess large code payloads and optimize token usage for Azure OpenAI, improving response quality while reducing API costs
  • Designed a dual-storage RAG architecture (MinIO + MongoDB) for multimodal retrieval across enterprise-scale codebases
  • Built the Admin CI/CD Orchestration API and Promotion API for an AI agent lifecycle platform: auto-detected deploy paths, async job tracking, environment promotion with fail-fast rollback, version locking, and full audit trails
  • Configured GitHub Actions pipelines (pytest, SonarQube, Docker scanning, semantic-release, Helm updates) and hardened endpoints with rate limiting and feature flags
  • Contributed to multi-cloud secret management, an LLM provider abstraction layer, RBAC/SSO, and OpenTelemetry observability
  • Authored technical documentation supporting client production environments
  • Received a Spot Award for outstanding contribution and impact

AI/ML Intern

InternPe

Feb 2024 to Feb 2024
  • Built and validated ML models for car price prediction (regression), breast cancer detection, and diabetes prediction (classification)
  • Ran full ML workflows: EDA, preprocessing, feature engineering, cross-validation, and hyperparameter tuning using Python, Scikit-learn, Pandas, and Matplotlib
  • Produced reports communicating model performance and business impact to non-technical stakeholders

Administrator Intern

Salesforce

Nov 2023 to Dec 2023
  • Configured Salesforce CRM modules including Sales Cloud, Service Cloud, and Flow-based process automation, reducing manual workflows
  • Built custom dashboards and automated reports to surface business insights for stakeholders
  • Worked across org setup, security models, and workflow automation

Machine Learning Intern

Rinex

May 2022 to Jul 2022
  • Contributed to end-to-end ML solution development: data collection and cleaning, model training, evaluation, and deployment workflows
  • Applied supervised learning, preprocessing pipelines, and feature engineering to improve model performance
  • Worked in a team using version control, code reviews, and agile practices
Projects

Agentic Runtime: Enterprise AI Agent Lifecycle Management Platform

Enterprise control plane that lets organisations deploy, manage, monitor, and govern AI agents across multi-cloud and on-premise infrastructure through unified REST APIs and a React management console. I built the CI/CD orchestration and environment-promotion APIs (fail-fast rollback, version locking, audit trail) and the GitHub Actions and semantic-release pipelines.

Python
FastAPI
SQLAlchemy
Alembic
React
Docker
Kubernetes
PostgreSQL
APISIX
Keycloak
LiteLLM
HashiCorp Vault
OpenTelemetry
GitHub Actions

FlowSentinel: AI-Powered Supply Chain Optimization Platform

Full-stack supply chain intelligence platform with real-time shipment monitoring, disruption tracking, and a conversational assistant that answers natural-language questions over live logistics data. It runs on fully local LLMs for privacy, streams updates over WebSockets, and deploys with one command via Docker Compose.

FastAPI
React
Ollama
LLMs
RAG
FAISS
Redis
PostgreSQL
Docker Compose
WebSockets

TechSolve AI Helpdesk: Enterprise IT Support Automation Platform

AI helpdesk that automates IT support with role-based knowledge retrieval, so users only see information they're permitted to access. Includes streaming chat, persistent conversation history, analytics dashboards, and email escalation to human agents with full context.

FastAPI
React
Gemini AI
LangGraph
RAG
Vector Search
JWT
Email Automation

PulseGrid: Cloud Event Monitoring & Notification Platform

Backend platform for managing multiple concurrent monitoring jobs, with a REST API, a validated job state machine (start, pause, resume, stop, complete), a shared background worker, and Telegram notifications. Secured with JWT and role-based access, and covered by automated tests.

Python
FastAPI
PostgreSQL
SQLAlchemy
Alembic
JWT
HTTPX
Telegram Bot API
Pytest
Docker
GitHub Actions

HandSense: AI-Powered Gesture Control System

Real-time desktop automation that turns webcam hand gestures into system commands like cursor control, clicking, scrolling, volume, and brightness. Uses 21-point hand tracking with a gesture classifier, optimised for low latency on consumer hardware without a GPU.

Python
OpenCV
MediaPipe Hands
TensorFlow
PyQt5
Multithreading

AlgoTrace: Real-Time Algorithm Visualizer

Interactive visualiser for pathfinding and maze-generation algorithms (Dijkstra, A*, BFS, DFS, Prim's, Recursive Division), streaming step-by-step execution over WebSockets with live performance metrics.

FastAPI
WebSockets
Python
JavaScript
HTML5 Canvas
GitHub Actions
Render

Student Connect: AI-Powered Academic Resource Sharing Platform

MERN platform where students donate, discover, and request hardware and software resources, with AI-generated semantic tags that improve search relevance.

React
Node.js
Express
MongoDB
Groq API
Llama 3
JWT
REST APIs
Education

Bachelor of Technology (B.Tech) in Computer Science & Engineering (AI & ML Specialisation)

CVR College of Engineering

Jun 2021 to Jun 2025
Certifications

Spot Award

GlobalLogic, a Hitachi Group Company

Google Cybersecurity Professional Certificate

Google

Google Cloud Computing Foundations

Google

Business Intelligence and Analytics

NPTEL (IIT / IISc)

Smart Coder Certification

Smart Interviews

Ethical Hacking Workshop

CSI (Computer Society of India)

Python Programming Workshop

CSI (Computer Society of India)