Generative AI Engineer · AI Consultant

Muhammad Raheel Anwar

AI Consultant with deep expertise in Generative AI, LLMs, RAG, and multi-agent systems. I build enterprise-grade intelligent products end-to-end: from data pipelines and model training to production deployments with MLOps on Azure, Databricks, Docker, and Kubernetes.

RAG Architect Agentic AI Vision-Language MLOps LangChain · LangGraph
MRA

Based in

Islamabad, Pakistan

5+

Years delivering AI & software products

25+

AI/ML and agentic projects shipped

20+

Certifications across AI, ML, Cloud

3

Startups founded & scaled

Objective

Seeking a challenging role as a Senior Generative AI Engineer to design and deploy human-centric content and automation systems. I focus on RAG architectures, agentic workflows, and robust MLOps to ship reliable, secure, and scalable AI products.

Core Focus

Generative AI

LLMs, multimodal models, prompt/routing, content humanization.

Agentic Systems

LangChain, LangGraph, CrewAI, MCP; autonomous pipelines.

RAG & Search

Vector DBs (Chroma, FAISS, Pinecone, Qdrant), re-ranking.

MLOps & Infra

Databricks, MLflow, Docker, K8s, Azure AI Foundry, GitLab CI.

Experience

Consultant AI · Systems Limited

Nov 2025 – Present · Islamabad

Enterprise GenAI
  • Engineered enterprise RAG chatbots on Azure AI Foundry + LangChain; automated support workflows.
  • Built MLOps on Databricks with Docker/K8s + CI/CD; model monitoring and drift dashboards.
  • Large-scale technical content engine with vector search and re-ranking for knowledge bases.

Key projects

Enterprise Support RAG

Multi-tenant chatbot with tool use, memory, and Azure search; cut ticket handling time by 35%.

Content Intelligence Hub

Vectorized KB + re-ranking + human-in-loop review; improved answer precision to 92%.

Senior Research Officer · Intelligent Robotics Lab, NCAI, NUST

Mar 2025 – Nov 2025 · Islamabad

Agentic AI · VLM
  • Led foundational Urdu LLM: tokenizer, distributed pre-training, RLHF, downstream QA/summary.
  • Architected Juntendo medical system combining VLM diagnostics + LLM interaction, mobile deployed.
  • FastVLM localization and plant disease detection; +28% accuracy over CNN baselines.
  • Built custom voice agents (GPT-4, ElevenLabs, VAPI) for real-time multilingual support.

Key projects

Urdu LLM Stack

Custom tokenizer + distributed pre-train + RLHF; delivered 18% lift on QA benchmarks.

Juntendo VLM Assistant

VLM triage + bedside LLM chat; deployed as mobile app for clinicians.

AI Consultant · Aqsa Bajwa SMC Ltd

Jan 2024 – Mar 2025 · Islamabad

Generative Pipelines
  • Agentic content generation (MCP + WordPress) for blogs and SEO, fully automated publishing.
  • Diffusion-based fashion design with automated product uploads, titles, descriptions, SEO tags.
  • Predictive sales + inventory analytics; resume parser with spaCy, OCR, Llama.

Key projects

Agentic Blog Factory

Crew of MCP agents (research → draft → SEO → publish) reducing content cycle from 2 days to 2 hours.

Fashion Diffusion Ops

Diffusion image pipeline + auto product uploads; 10x faster catalog refresh.

Senior Developer · Sparkleo Tech

Apr 2024 – Sept 2024 · Islamabad

Mobile + AI
  • Integrated AI modules in mobile apps: next-word/sentence prediction, generative icons, voice.
  • Smart AAC solutions and adaptive teaching assistants with LangChain + GPT-4o.

Key projects

Predictive Typing SDK

Next-phrase prediction microservice for mobile; cut keystrokes by 24%.

AAC Companion

Voice + icon generation assistant for AAC users; latency optimized with on-device caching.

Researcher · IZBA – CAPABL

Aug 2022 – Dec 2024 · Remote (USA)

Data Agents
  • Autonomous scraping + verification agents for logistics data; Airflow pipelines; anomaly detection.
  • Predictive modeling for 3PL/4PL; dashboards for operations.

Key projects

Data Integrity Agents

Multi-agent crawlers with verification + dedupe; improved logistics data freshness by 40%.

Ops Forecasting Suite

Demand + anomaly models visualized in dashboards; reduced SLA breaches by 12%.

Earlier Roles

2019 – 2022

Engineering
  • Intelligent Web Apps · Qureshi Creatives (2021–2022): recommendation engine, Firebase, performance.
  • Lecturer · NFC IET (2020–2021): taught Mobile & Game Dev; mentored AR/interactive projects.
  • Software Engineer · Xufire Tech (2020–2021): maps, messaging, payments, offline-first Flutter.
  • AI Solutions Engineer · Infotech4IT (2019–2020): ML recsys, REST APIs, Dockerized deployments.

Leadership Experience

Co-Founder & CEO

Sept 2024 – Present

Aqsa Bajwa Designer Clothing Brand · Islamabad

Launched designer brand with exclusive collections; hit PKR 1M in first-month sales.

Founder & Product Lead

Jan 2022 – Present

InShort Tech (Edutech) · Islamabad

Built education apps (Coursely, Scholarly, InShort Quiz) and delivered 20+ client mobile projects.

Founder & Brand Strategist

Apr 2021 – Present

Barcurs Premium Sunglasses · Islamabad

Created premium sunglasses brand targeting US and EU markets.

Founder & E-commerce Developer

2020 – 2021

BlackWears Clothing Brand · Multan

Built drop-shipping clothing store on Shopify; managed sourcing and fulfillment.

Skills

AI & ML

LLMsRAGAgentic AIMultimodalComputer VisionNLPReinforcement Learning

Frameworks

LangChainLangGraphCrewAIAutoGenHugging FaceOpenAIAzure OpenAI

MLOps & Infra

DatabricksMLflowDockerKubernetesGitLab CIAzure AI FoundryAKS

Dev & Data

PythonPyTorchTensorFlowFastAPIFlaskFlutterPySpark

Search & Storage

ChromaFAISSPineconeQdrantPgVectorPostgreSQLMongoDB

Tools & Viz

Power BITableauMatplotlibSeabornVS CodePyCharm

Flagship Projects

Enterprise RAG Chatbots

Azure · LangChain

Scalable chatbots with memory, tools, and retrieval; CI/CD on Databricks, Docker, K8s.

Foundational Urdu LLM

Pretraining

Tokenizer + distributed pre-train, RLHF alignment; tuned for QA, summarization.

Juntendo Medical System

VLM + LLM

Vision-language diagnostics with patient dialogue; deployed as full-stack mobile app.

Agentic Content Engine

MCP · WordPress

Autonomous blog + SEO pipeline: generation, ranking, review, publishing end-to-end.

Smart AAC Solutions

Accessibility

Predictive communication for AAC devices; multilingual, low-latency inference.

Autonomous Data Agents

Airflow

Scraping + verification agents for logistics; anomaly detection and predictive models.

Education

MS Computer Science

National University of Sciences & Technology (NUST)

GPA: 3.70 | Thesis: MCQs Generation Using LLMs (Mixture-of-Agents)

BSc Computer Science

NFC Institute of Engineering & Technology

GPA: 3.49 | Projects: Believers Game, Dynamic Shopping App

Research Projects

UrdLM: Large Language Model for Urdu

In Progress

Tools: PyTorch, HuggingFace, DeepSpeed · Jun 2025 - present

  • Developing the first large-scale Urdu LLM with custom tokenizer, distributed pre-training, and SFT for QA, dialogue, and summarization.
  • Benchmarking against multilingual baselines and applying RLHF for alignment and safety.

AgriVision: VLM-based Plant Disease Detection

Feb 2025 - Jul 2025

Tools: CLIP, BLIP-2, GPT-4V

  • Built a vision-language pipeline for plant disease diagnosis with natural language explanations.
  • Achieved 28% accuracy improvement over CNN-based baselines.

MediCure: VLM-based Medical Image Diagnosis

Feb 2025 - Jul 2025

Tools: BLIP-2, CLIP, GPT-4V

  • Developed VLM pipeline for radiology image diagnosis and report generation.
  • Improved diagnostic accuracy by 22% and reduced report time by 40%.

UniTalk: Conversational Voice Agent

Aug 2025 - present

Tools: GPT-4, ElevenLabs, LangChain, VAPI

  • Built real-time English voice agent for university services, reducing response time by 60%.

LitAssist: Autonomous Research Discovery Agent

Jan 2025 - Jul 2025

Tools: Gemini, LangChain, Pinecone, FAISS

  • Automated literature scraping, clustering, and hypothesis generation with RAG pipelines.
  • Reduced review cycle time by 65% in R&D workflows.

MediGuide: AI-Powered Clinical Support Agent

Nov 2024 - Feb 2025

Tools: MedPaLM-2, BioGPT, PubMedBERT

  • Designed clinical assistant integrating EMRs, biomedical NER, and guideline retrieval.
  • Reduced triage consultation times by 30% in prototype evaluation.

MedSyn: Synthetic Radiology Data Generation

Jan 2025 - Jun 2025

Tools: Diffusion Models, PyTorch, MONAI

  • Developed HIPAA-compliant diffusion pipeline for chest X-rays and CT scans.
  • Improved tumor detection accuracy by 11% using synthetic data augmentation.

Agrimage: Synthetic Crop Image Generation

Jun 2024 - Nov 2024

Tools: GANs, Diffusion Models, PyTorch

  • Generated synthetic aerial crop datasets for pest detection and yield estimation.
  • Boosted pest detection accuracy by 14% in agri-tech collaboration.

VoiceUrdu: TTS for Low-Resource Accents

Jan 2025 - present

Tools: Tacotron, VITS, Diffusion TTS

  • Built TTS system for Urdu and regional accents with improved prosody.
  • Reduced WER in downstream assistants by 21%.

ResumeParser: Intelligent Resume Extractor

Apr 2024 - May 2024

Tools: Spacy, OCR, Llama

  • Extracted structured info from resumes with OCR + NER pipelines.
  • Built Flask API for HR system integration.

ThesisIt: AI Thesis Writing Assistant

Mar 2024 - Apr 2024

Tools: GPT-3.5, BART, SBERT

  • Generated thesis titles, abstracts, and outlines from user summaries.
  • Delivered via Streamlit with iterative refinement.

Publications & Submissions

MCQs Generation Using Large Language Models: A Review

IEEE Access · 1st revision under review · Submitted July 3, 2025

MCQsAgent: Human-Level MCQs via Collaborative Multi-Agent AI

Expert Systems With Applications · 1st revision under review · Submitted June 26, 2025

Towards Agentic AI: Systematic Review of LLM-based Multi-Agent Systems

Artificial Intelligence Review · Under review · Submitted June 11, 2025

Plant Disease Detection Using Vision Language Models: A Comparative Study

Precision Agriculture · Under review · Submitted July 7, 2025

Improving MCQs Generation Using LLMs: Mixture of Agents

MS Thesis · 2025

Volunteer Experience

Smart Research Workshop: Tools & Strategies for High-Impact Publications

Aug 2025

Intelligent Robotics Lab (IRL), NCAI, Pakistan

  • Delivered an AI-driven research workshop on literature review, reference management, and paper structuring, attended by students and early-career researchers nationwide.

Community Tech Mentor

Jun 2021 - Aug 2021

Punjab IT Board, Lahore, Pakistan

  • Mentored under the Punjab Youth Internship Program, conducting workshops on mobile app development and freelancing basics for youth.

Online Education Volunteer

Apr 2020 - Jun 2020

Saylani Welfare Trust, Karachi, Pakistan

  • Tutored students in computer science fundamentals during the pandemic, supporting Saylani’s online education initiative.

Event Coordinator

Feb 2019 - Mar 2019

National Science and Technology Park (NSTP), Multan

  • Coordinated a regional tech innovation fair, managing logistics and presentations for 30+ student startup teams.

Awards & Recognitions

Nominated for Best Methodology Award - MS Thesis

2025

Graduate Studies Committee

Recognized for innovative methodology in MS thesis research.

Entrepreneurial Marketing Course

2023

Online Program

Delivered a 4-week online course on startup and founder marketing.

"How to Start a Business" Live Session

2023

Online Event

Hosted a live session for 100+ attendees on launching a business from scratch.

Guest of Honor - Freelancers Top Voice

2022

International Islamic University (IIUI), Islamabad

Invited guest of honor for the "Freelancers Top Voice" event.

"How to Build a Startup" Intro Session

2022

NANSUA University, Multan

Led a 4-week program on ideation, business models, and pitches.

Freelancing Training Session

2021

Women University, Multan

Delivered a 4-week freelancing program to empower women with remote work skills.

AI Talk Seminar

2020

NFC Institute of Engineering & Technology (NFCIET), Multan

Seminar on fundamentals and future of artificial intelligence.

Best Duo Final Year Project

2020

NFCIET, Multan

Dynamic adaptive UI mobile app reusable across domains (grocery, pharmacy, etc.).

Finalist Winner - ICE 2019

2019

Innovation and Creativity Event (ICE), NFCIET Multan

Built "Deev" ride-sharing app in Flutter; finalist winner.

Runner-up - ICE 2018

2018

Innovation and Creativity Event (ICE), NFCIET Multan

Developed an anonymous lightweight web browser prototype.

Certifications

  • Credly Certifications (12) · Machine Learning (Stanford) · Game Design & Development (MSU)
  • Data Science Methodology (IBM) · What is Data Science? (IBM)
  • Microsoft Azure Fundamentals (AZ-900) · Building RAG Solutions with Azure AI Foundry

Highlights

  • Speaker & trainer across AI, freelancing, and startup topics (2018–2025)
  • 3x startup and product initiatives launched with AI-first features
  • Regular mentor for AI/ML projects and capstones

Let’s build something

Available for consulting, AI product builds, and research collaborations.