Welcome to the Matrix

I'm

GAURAV SINGH

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AWS CERTIFIED
AZURE AI CERTIFIED
ML CERTIFIED
IEEE PUBLISHED
MCP
LangGraph
RAG
Kafka
Azure AI
Python

ABOUT_ME

Gaurav Singh

AI Software Engineer

Software Engineer · AI Agents & Distributed Systems

Software Engineer with 4+ years shipping secure, high-availability cloud services and AI-driven developer features. Currently an AI Software Engineer at SUNY Buffalo, leading work on Multi-Agent Orchestration, Semantic Search, and production LLM Evaluation.

AI Agent Systems

MCP agents with LangGraph orchestration, RAG pipelines, and LLM eval harnesses that gate production releases.

40→8min Researcher lookup
90% Agent regressions caught
<100ms RAG on 1,000+ records

Distributed Systems

Event-driven microservices, Kafka pipelines, and Java / .NET platforms on AWS + Azure with on-call DRI rigor.

500K+ Daily transactions
99.99% SLA on Azure
0 Data loss at 10× spikes

Open Source & Research

Contributor to LiteLLM and AWSLabs agent-squad. Peer-reviewed paper in IEEE Xplore on agentic AI.

PR #21417 LiteLLM · 34 tests
100+ LLM APIs routed via MCP gateway
IEEE Xplore publication

Tech Stack

AI · Agents LangGraph LangChain MCP RAG Tool Calling Eval Harnesses
Languages Python TypeScript Java C# / .NET SQL
Frontend React Next.js
Data · Infra PostgreSQL Redis Kafka Docker Kubernetes AWS Azure GCP
Open to Software Engineer · AI/ML Engineer · Applied AI Engineer

PROJECTS

Innovative solutions and cutting-edge implementations

2026 · AI AGENTS
FEATURED

WeatherWise Agent

AI-powered weather assistant built with LangGraph and MCP (Model Context Protocol). Natural language queries for real-time weather, forecasts, air quality, and alerts. Deployed on GCP using Vertex AI with Dockerized microservices and network isolation.

LangGraph + MCP architecture SSE streaming responses GCP / Vertex AI deployed Docker microservices
FastAPI LangGraph MCP Next.js Vertex AI GCP Docker Gemini
GitHub Live Demo
2026 · HEALTHCARE AI
FEATURED

Clinical QA Intelligence

AI-powered clinical question-answering system that synthesizes evidence from ClinicalTrials.gov and PubMed. Delivers cited, confidence-scored answers to medical questions using Google Gemini for intelligent query routing and response generation.

Multi-source evidence synthesis Inline citations Confidence scoring GCP Cloud Run deployed
FastAPI Python React TypeScript PostgreSQL Google Gemini Docker GCP
GitHub Live Demo
2026 · ADTECH
ADTECH AI

Campaign Intelligence Assistant

AI-powered campaign analytics tool for adtech teams. Natural language chat interface that queries campaign databases, generates LCI attribution reports, compares campaigns, and recommends audience segments.

LangGraph agent w/ 5 tools Real-time SSE streaming pgvector semantic search Serverless (Vercel + Neon)
FastAPI LangGraph Next.js PostgreSQL pgvector Groq Gemini Vercel Neon
GitHub Live Demo
2025 · ENTERPRISE MCP
ENTERPRISE MCP

Agentic MCP Hub

Enterprise-grade MCP server that gives AI agents a unified interface to Jira, Slack, and SQL databases. Designed for secure, multi-step agentic workflows across enterprise systems.

Jira + Slack + SQL Secure workflows Enterprise-grade Multi-step agents
Python MCP SQLAlchemy Pydantic Enterprise
GitHub
2025 · VOICE AI
VOICE AI

X-Voice - Voice Analytics AI

Deep learning system for predicting accent, age, and gender from voice data using pi-whisper and LoRA fine-tuning. Real-time speech analysis with high accuracy.

Real-time speech analysis LoRA fine-tuning Accent prediction Age & gender detection
Python Pi-whisper LoRA Deep Learning Speech Analysis
Live Demo
2024 · RESEARCH
RESEARCH

AutoRSR - Speech Disorder Detection

AI-powered system for early detection of speech disorders in children using advanced machine learning. Determines whether a child requires Speech-Language Pathologist (SLP) attention with high accuracy.

Early disorder detection SLP screening High accuracy ML Healthcare AI
Python Machine Learning Speech Analysis AI Detection Healthcare
Live Demo
ACTIVELY CONTRIBUTING IN 2026

OPEN_SOURCE

Real-world contributions to production open source projects

11 Pull Requests
4 Active Repos
46K+ Stars Combined
Shipped to Production

awslabs / agent-squad

Flexible and powerful framework for managing multiple AI agents and handling complex conversations

7.5k+ Stars Python 3 PRs

Pull Requests

fix(supervisor): Fix SupervisorAgent crash when agent response is a dict
Python Supervisor Mar 17, 2026
feat(agents): Add GeminiAgent for Google Gemini model support
Python Gemini Mar 17, 2026
fix(chain): Fix ChainAgent raising raw string instead of Exception object
Python ChainAgent Mar 17, 2026

  Contributed 3 PRs across the supervisor, agents, and chain-execution paths — including a new GeminiAgent that adds Google Gemini model support to AWSLabs' agent-squad framework.

View Repo

BerriAI / LiteLLM

100 LLM APIs in one OpenAI-compatible interface — Python proxy, load balancing, spend tracking & observability. One of the most starred Python AI infra projects on GitHub.

39k+ Stars Python 5 PRs

Pull Requests

fix(mcp): Strip stale mcp-session-id to prevent 400 errors across proxy workers
MCP Proxy Feb 17, 2026
fix(proxy): honor MAX_STRING_LENGTH_PROMPT_IN_DB from config env vars
Proxy Config Feb 25, 2026
fix(streaming): prevent Vertex AI / Anthropic content truncation when finish_reason races content
Streaming Vertex AI Feb 25, 2026
fix(proxy): add periodic MCP server DB sync for cross-pod consistency
MCP Proxy Mar 1, 2026
fix(proxy): ProxyException.__str__() returns empty string - all error logs are blank
Proxy Logging Mar 3, 2026

  Shipped PR #21417 — a Redis-backed session registry (34 tests) fixing cross-pod state drift on LiteLLM's MCP gateway routing 100+ LLM APIs. Plus 4 more PRs across proxy streaming, error logging, and config loading.

View Repo

aden-hive / hive

Open-source AI agent framework with parallel execution, memory management, and composable workflows for building production-grade autonomous agents.

Growing Python 2 PRs Merged · 1 Issue Filed

Pull Requests

fix(executor): enforce branch timeout and memory conflict strategy in parallel execution Bug Found & Fixed Merged
Python AsyncIO Mar 3, 2026
feat(events): emit GOAL_ACHIEVED event on terminal-node success Feature Proposed & Built Merged
Python EventBus Mar 3, 2026

  Wired unused branch_timeout_seconds and memory_conflict_strategy configs into the parallel execution path with 6 new tests. Also filed a feature request for GOAL_ACHIEVED event emission and implemented the solution in a separate PR.

View Repo

shinzo-labs / shinzo

Complete observability platform for AI agents and MCP servers. Improve AI deployment outcomes, identify inference inefficiencies, and gain insights into real agent usage patterns.

Growing TypeScript 1 PR

Pull Requests

Session Replay & Analytics Feature
TypeScript Analytics Feb 14, 2026

  Implemented full session replay & analytics backend — capturing MCP tool call sequences, token usage, latency, and session timelines for production AI agents.

View Repo
  View GitHub Profile

BLOGS & POSTS

Posts and articles on AI agents, MCP, LLMOps, and the work behind them.

8 Total Pieces
6 LinkedIn Posts
2 Long-Form Articles
Active in 2026
LATEST
AWS Open Source AI Agents
LinkedIn Post • Open Source

From an AWS Session to Shipping 3 PRs to awslabs/agent-squad

See Post
LangGraph AdTech RAG
LinkedIn Post • Build in Public

Campaign Intelligence Assistant: AI Analytics for AdTech

See Post
MCP AI Agents TypeScript
LinkedIn Post • Build in Public

AutoFlow MCP: Giving Your AI Browser Superpowers

See Post
Observability Open Source MCP
LinkedIn Post • AI Agents

Observability Tools for AI Agents: Debugging the Black Box

See Post
AI Agents LLMOps PostgreSQL
LinkedIn Post • Lessons Learned

Building Observability for AI Agents: 3 Hurdles & Fixes

See Post
Backend MCP Architecture
LinkedIn Post • System Design

I Stopped Writing Glue Code & Started Building Infrastructure

See Post
Cloud Computing Blog
Cloud Technology 6 min read
LinkedIn Article • Technology

Cloud Computing: Revolutionizing the Digital Landscape

Read Article
Kubernetes Tutorial
DevOps Kubernetes 8 min read
LinkedIn Article • DevOps

Kubernetes Config Externalization: A Comprehensive Tutorial

Read Article
View All on LinkedIn

SKILLS

Technology stack and expertise

AI · AGENTS
MCP
Advanced · 1+ Yr
AI · AGENTS
LangGraph
Advanced · 1+ Yr
LANGUAGES
Python
Expert · 4+ Yrs
LANGUAGES
TypeScript
Advanced · 3+ Yrs
LANGUAGES
Java
Expert · 4+ Yrs
CLOUD
AWS · Azure
Advanced · 3+ Yrs
FRONTEND
React / Next.js
Advanced · 3+ Yrs
DATA
PostgreSQL · Kafka
Advanced · 4+ Yrs

RESUME

Five-year career across AI systems, distributed services, and research

5+ Years
6 Roles
2 Countries
MS CS SUNY Buffalo
3.9 GPA

Education

MS in Computer Science & Engineering

Aug 2024 – Dec 2025

University at Buffalo - SUNY, New York, USA

GPA: 3.9 / 4.0

Coursework

Distributed Systems Operating Systems Deep Learning AI / ML Algorithms & Analysis Cloud Computing

Professional Experience

CURRENT

AI Software Engineer

Jan 2026 - Present

University at Buffalo, United States

Software Engineer Intern

May 2025 - Aug 2025

National AI Institute, USA

Research Assistant

Nov 2024 - Dec 2025

The Research Foundation for SUNY, United States

Software Engineer Intern

Jun 2024 - Aug 2024

Muni Health, USA

Software Engineer

Feb 2022 - Jun 2024

TCS

Software Engineer

Jan 2021 - Jan 2022

Netcore Solutions, India

TUTORIALS

Walkthroughs and explainers — Cloud, Algorithms, and DSA fundamentals.

WorkCode & Gaurav
4 Featured Videos · Active Channel
Visit Channel
Cloud Computing Tutorial CLOUD

Cloud Computing & Web Hosting

Cloud computing fundamentals and web hosting concepts.
Data Structure Tutorial DSA

Data Structure & Algorithm

Core data structure and algorithm concepts with implementation patterns.
Boyer Moore Algorithm ALGORITHM

Boyer Moore's Voting Algorithm

Find the Majority Element in O(n) time with O(1) space.
TOEFL Essays Tutorial EDUCATION

How to Write TOEFL Essays

Strategies and structure for effective TOEFL essays.
Visit Channel

TERMINAL

A scripted shell tour — whoami, education, stack, and what's running in 2026.

gaurav@portfolio · SYSTEM_INFO LIVE

CONNECT

Talk AI agents, distributed systems, or whatever you're shipping. The form, email, and LinkedIn all reach me.

Location

Buffalo, NY · USA

Open to relocate · remote-friendly

Email

ksingh.gav@gmail.com

Best for detailed conversations

Response

Usually within 24 hours

Mon–Fri · EST

Direct channels
LinkedIn GitHub Email