AI Engineer · Lahore, Pakistan

Muntazir
Ali.

Building intelligence
that ships.

2+ years designing and deploying production AI systems — from multi-agent voice platforms and RAG pipelines to clinical knowledge graphs. Turning cutting-edge research into measurable real-world outcomes.

// by the numbers
2+
Years in Production AI
1K+
Daily AI Calls
98%
Call Resolution Rate
15%
No-show Reduction
500K+
Calls Processed
150+
Optimized Prompts
CureMD · AI Engineer
RAG · Voice AI · LLMs
Top 10% IST Graduate

Who I am.

I'm an AI Engineer at CureMD, where I build and operate a production-grade multi-agent Voice AI platform that handles over 1,000 patient calls daily across 10+ US clinics. My systems integrate real-time speech pipelines, LLM orchestration, and clinical intelligence to deliver outcomes that actually matter.

I hold a Bachelor of Engineering in Electrical Engineering from the Institute of Space Technology (graduated Top 10%), with additional specializations from IBM, DeepLearning.AI, the University of Michigan, and Harvard's Aspire Leadership Program.

My work lives at the intersection of Generative AI, backend systems engineering, and domain-specific intelligence — particularly in healthcare. I care about systems that are observable, HIPAA-compliant, and genuinely useful at scale.

🧠

Generative AI & RAG

LangChain, RAG pipelines, prompt engineering, LLM-as-judge, Langfuse observability

🎙️

Voice AI & Real-Time Speech

SIP/WebRTC, LiveKit, Pipecat, Deepgram STT, ElevenLabs TTS

🏥

Healthcare AI Systems

HIPAA-compliant platforms, EHR integrations, clinical decision intelligence

🔬

Deep Learning Research

Brain tumor segmentation paper submitted — novel encoder-decoder outperforming U-Net by 5%

🗃️

Knowledge Graphs

Neo4j, entity extraction, transformer-driven graph construction from clinical notes

Tools of
the trade.

A curated stack built through production deployments — every tool here has been used to ship real systems at scale.

⚡
LLMs & Generative AI
LangChainLangGraphRAG PipelinesPrompt EngineeringGeminiChunkingRerankingLLM-as-Judge
🎙️
Voice AI & Speech
LiveKitPipecatSIP / WebRTCTwilioAsteriskDeepgramElevenLabs
🗃️
Vector & Graph DBs
PineconeFAISSNeo4jMySQLMongoDBRedis
🔬
ML & Deep Learning
PyTorchTransformersScikit-LearnCNN/RNN/LSTMMLflowPandas
🚀
Backend & DevOps
PythonFastAPIREST APIsDockerAWSn8nOpenClawLinuxGit
📊
Observability & Data
LangfuseETL PipelinesPDF ParsingData IngestionNLPMatplotlib

Work that
ships.

Real systems. Real metrics. Real impact in production environments.

002 — November 2024
NLP · Knowledge Graph

Clinical Knowledge
Graph from Notes

Transformed 50K+ unstructured provider notes into a queryable Neo4j knowledge graph using Transformers and RAG. 92% entity extraction accuracy for patient-diagnosis relationships, enabling complex clinical querying for treatment pattern analysis.

50K+
Notes Processed
92%
Extraction Acc.
Neo4jTransformersRAGNLPPython
003 — July 2024 · Research Paper
Deep Learning · Medical AI

Brain Tumor
Segmentation

Novel encoder-decoder architecture surpassing U-Net by 5% Dice score on BRATS 2020. Processed 3D MRI scans in PyTorch with 40% GPU utilization gain and noise suppression across 10,000+ medical images. Submitted for publication.

+5%
Dice vs U-Net
10K+
MRI Images
PyTorch3D MRIBRATS 2020Encoder-Decoder
004 — CureMD
ML · Healthcare · XAI

Glucose Prediction
ML System

Machine learning system to predict blood glucose levels and assess medication impact in diabetes patients. Applied Explainable AI for model transparency and deployed a scalable FastAPI web application for clinical use.

Scikit-LearnXAIFastAPIPandasEDA
005 — Personal Project
n8n · Voice AI · Automation

n8n Voice Coach
WhatsApp Fitness Companion

An n8n workflow powering a Voice Coach Assistant on WhatsApp that acts as a personal AI fitness companion. Users interact via text, voice notes, or video — the system understands intent using AI and responds with training guidance, workout plans, diet reminders, and daily motivation. Integrates Google Calendar for gym scheduling and Google Maps for location-based reminders.

5+
Daily Reminders
3
Integrations
n8nOpenAIWhatsApp APIGoogle CalendarGoogle Maps

Where I've
built.

Jul 2024 – Present
Lahore, Pakistan
CureMD
AI Engineer
  • Deployed a production-grade multi-agent Voice AI platform for healthcare using SIP, Twilio, Asterisk, LiveKit, and FastAPI — supporting real-time inbound and outbound calls across 10+ US practices.
  • Built low-latency speech pipelines integrating Deepgram STT and ElevenLabs TTS, achieving natural human-like patient interactions through 150+ optimized prompts using the ReAct framework.
  • Developed a full observability and analytics stack with Langfuse — LLM traceability, automated QA using LLM-as-judge, cost/latency monitoring, call summaries, and workflow-level insights.
  • Built data intelligence systems using ML, Neo4j knowledge graphs, NLP, and GenAI for actionable clinical insights and improved healthcare decision-making.
  • Ensured HIPAA compliance and seamless EHR system integration for secure, reliable patient data handling.
LiveKitFastAPILangfuse LangGraphNeo4jDeepgramElevenLabs RAGHIPAA
Jul – Sep 2024
Remote · Top 10%
Qubit Dynamics
ML Bootcamp Participant
  • Worked on STT model training, Gesture Recognition, Video Object Detection, Image Classification, and Emotion Recognition from Text.
  • Explored advanced Neural Network architectures: CNN, RNN, and LSTM models in applied settings.
  • Finished in the top 10% of participants across all performance metrics.
PyTorchCNNRNN LSTMComputer VisionNLP

Honors &
Awards.

🏆
NIRD 2024 Winner
National-level competition recognition for innovation and applied research excellence.
💻
PM Laptop Scheme 2024
Nominated for Prime Minister's merit-based national technology recognition program.
🎓
LUMS NOP Session
Secured a competitive position at LUMS National Outreach Programme, 2019.
📄
Research Publication
Deep Learning-based Brain Tumor Segmentation — submitted for journal publication.
🥇
Top 10% Graduate
Graduated in the top 10% of the Bachelor of Engineering cohort at IST, 2024.
🌍
Harvard Aspire Leadership
Selected for the Aspire Leadership Program, Harvard University, April 2024.

Verified
Credentials.

Industry-recognized certifications from leading institutions — click any card to verify.

07 — Get in Touch

Let's build
something great.

Whether you're scaling AI infrastructure, automating healthcare workflows, or exploring what's possible with LLMs — I'd love to connect and collaborate.