$ whoami

Mohammed Imran Khan

Senior ML Engineer @ Red Hat

Mohammed Imran Khan
> Agentic AI | Multi-Agent Orchestration, MCP Servers, LangGraph, A2A Protocol
> AI Architecture | System Design, MLOps Pipelines, Production-grade LLM Infra
> Tech Strategy | 0→1 AI Products, Platform Architecture, PoC to Production
$ cat focus.json
{
  "agentic_ai": ["MCP", "A2A", "LangGraph", "CrewAI", "AutoGen", "OpenAI Agents SDK", "PydanticAI", "Deep Agents"],
  "machine_learning": ["PyTorch", "Transformers", "Diffusion Models", "RL", "XGBoost", "Sklearn"],
  "architecture": ["System Design", "MLOps", "LLMOps", "Microservices", "Event-Driven", "K8s"],
  "strategy": ["0→1 Products", "Enterprise AI", "LLM Evals", "AI Roadmaps"]
}

6+

Years

3

Patents

7

Awards

10+

AI Products

Tech Stack

// Agentic AI

Multi-Agent Systems MCP Servers A2A Protocol LangGraph CrewAI AutoGen Tool Orchestration

// LLM Engineering

RAG Fine-tuning QLoRA Prompt Engineering LLM Evals Vector DBs Embeddings

// ML & Deep Learning

PyTorch TensorFlow Transformers Diffusion Models CNNs RNNs

// NLP & Speech

NLP ASR TTS Speech-to-Speech Translation Sentiment Analysis

// Infrastructure

Python FastAPI MLOps Kubernetes Docker SQL

// Automation

RPA Automation Anywhere UiPath Process Automation

Experience

Senior Machine Learning Engineer

Red Hat

Jan 2026 — Present
Bengaluru, India
  • Building AI Agent Platform with MCP servers, A2A protocol, and multi-agent orchestration
  • Community contributor to Red Hat AI ecosystem - LangGraph extensions, CrewAI tools, agent patterns
  • Open source contributions to AI/ML tooling and enterprise AI adoption frameworks

Principal Machine Learning Engineer | AI Product Owner

Mercedes-Benz R&D

Apr 2022 — Jan 2026
Bengaluru, India
  • Led AI/ML team, overseeing solution architecture and production code reviews
  • Built multi-agent orchestration systems for autonomous report synthesis
  • Developed live speech recognition & translation system supporting 80+ languages
  • Created voice cloning pipeline using Tacotron2 for Video2Video translation
  • Architected Agentic RAG pipelines (Talk2Docs, Talk2SQL)
  • Fine-tuned LLMs for translation and ASR on low-resource languages
  • Applied graph-based analytics for product insights

Senior Software Developer - ML & Cognitive RPA

Amayztech LLC

Jul 2021 — Apr 2022
Wyoming, USA (Remote)
  • Built data extraction tool with 83.5% precision, generating $30K annual savings - won Best Cognitive Solution award
  • Automated invoice extraction using FOSS OCR, reducing processing time by 80%
  • Developed claims processing chatbot, reducing manual workload
  • Built AI solutions for report consolidation and forecasting, improving accuracy by 80%
  • Automated legacy healthcare applications (NextGen), saving $1.2M annually through 12 FTE elimination

Software Developer - Cognitive RPA

Hinduja Global Solutions

Jul 2019 — Jul 2021
Bengaluru, India & Dubai
  • Developed and deployed 36 cognitive RPA bots (UiPath, Automation Anywhere, Python), increasing throughput by 60%
  • Reduced development efforts by 20% via report consolidation tools for 150+ unique data formats
  • Built recommendation & forecasting models for hospitality client, potentially increasing sales by 25%
  • Cross-domain expertise across healthcare, finance, retail, and hospitality

Events & Speaking

Projects

Template MCP Server

Open-source MCP (Model Context Protocol) server template for building AI agent tools. Enables rapid development of agent-compatible tooling.

PythonMCPFastAPIAgentic AI

Template Agent

Autonomous agent architecture template for building production-ready AI agents with tool execution, memory persistence, and orchestration capabilities.

PythonLangChainAgentic AIMCP

Azure OpenAI RAG Demo

Retrieval-Augmented Generation pattern implementation on Azure, using Azure AI Search and Azure OpenAI for ChatGPT-style Q&A experiences.

PythonAzure OpenAIAzure AI SearchRAG

Real-time Translation System

Real-time translation system breaking language barriers in enterprise communication. Enables seamless multilingual collaboration across global teams.

LLMsQLoRA Fine-tuningPythonFastAPIOn-premise Deployment

AI Meeting Assistant

AI-powered meeting assistant that enhances meeting experiences through intelligent summarization, action item extraction, and real-time insights.

RAGLangChainTransformersPythonVector DB

Document Extraction Pipeline

Automated document processing system using OCR and ML for extracting structured data from healthcare forms, invoices, and financial documents.

AWS TextractTesseract OCRPythonComputer VisionPDF Processing

Enterprise RPA Suite

Collection of 48+ cognitive RPA bots automating business processes across healthcare, finance, and manufacturing domains.

UiPathAutomation AnywherePythonSeleniumREST APIs

Education

Amrita Vishwa Vidyapeetham
Ongoing

PhD (Ongoing)

AI & ML

Amrita Vishwa Vidyapeetham

IIT Kanpur
2025

Masters

AI & ML

IIT Kanpur

BITS Pilani
2024

M.Tech

AI & ML

BITS Pilani

VTU
2019

B.E.

Computer Science

VTU

Certifications

// Cloud & AI Platforms

Azure AI Engineer Associate - Microsoft Azure AI Fundamentals - Microsoft Generative AI Fundamentals - Google Cloud LLMs & Transformers - Google Cloud Image Generation & Captioning - Google Cloud

// Machine Learning & AI

Machine Learning Specialization - Stanford Advanced Learning Algorithms - Stanford ML Foundations - University of Washington GANs - DeepLearning.AI NLP with Python - Udemy Computer Vision & OpenCV - Udemy OpenAI API & GPT - Udemy AI Ethics - Udemy

// RPA & Automation

Master RPA Professional - Automation Anywhere Advanced RPA Professional - Automation Anywhere Level I Certification - Robocorp AI Center & Specialized AI - UiPath

// Project Management & Agile

SAFe 5 Advanced Scrum Master - Scaled Agile Six Sigma Black Belt - PMI Six Sigma Green Belt - PMI PMI-ACP Cert Prep - PMI Project Management Foundations - Google

// DevOps & Development

DevSecOps Grey Belt - Mercedes-Benz GitHub Professional Certificate SQL Bootcamp - Udemy Power Apps & Automate - Microsoft iOS & Swift Development - Udemy

Patents

2025

Multimodal Sign Language Translation with CHGCMA

Pending - Mercedes-Benz R&D Center

2024

Multimodal Generative AI for Service Personalization

Pending - MIT World Peace University

2024

Cognitive Models for Enhanced UX & Design Creativity

Pending - MIT World Peace University

Awards

2024

IT Innovation Award - SyncX

Mercedes-Benz R&D Center - Breaking language barriers with real-time enterprise translation

2024

Pioneering Spirit Award

Mercedes-Benz R&D Center - Recognition for technical excellence

2023-24

Top 1% Employee (x2)

Mercedes-Benz R&D Center

2024

Intrapreneurship Award - Meet.IA

Mercedes-Benz R&D Center

2023

Silver Star Award

Mercedes-Benz R&D Center

2022

Best Cognitive Solution

Amayztech LLC

Contact

Let's work together

I'm open to discussing AI/ML consulting, autonomous agent systems, and enterprise AI deployments.