Muhammad Ahsan
AI Engineer | Agentic AI & Multi-Agent Systems Specialist | Production LLMs, RAG & MLOps
As an AI Engineer and MLOps specialist, I build and deploy production-grade Agentic AI pipelines, multi-agent frameworks, and scalable LLM architectures. Combining my experience as a former IoT Specialist at UMT and a globally ranked Top 3 Hacking Specialist on TryHackMe, I bridge the gap between secure physical telemetry, cybersecurity auditing, and autonomous AI systems.
Engineering Secure, Autonomous Agentic Systems
As an AI & MLOps Engineer, I specialize in designing and deploying custom Agentic AI workflows, multi-agent frameworks, and scalable machine learning pipelines. By integrating my background as a UMT IoT Specialist with CEH cybersecurity standards, I build secure, self-orchestrating intelligent systems that bridge physical sensors, cloud databases, and autonomous reasoning loops.
Secure Intelligence
Architecting secure AI systems, model guardrails, and threat-audited multi-agent pipelines.
Agentic MLOps
Deploying production LLMs, LangGraph agents, RAG patterns, and robust model scaling.
Professional Experience
A timeline of my professional work in AI automation, data systems, and IoT development.
Director & AI Engineering Lead
Spearheaded the operational management and complete technological transformation of an international import/export enterprise, aligning corporate strategy with advanced software engineering to optimize the global supply chain, logistics, and financial tracking.
- Engineered and deployed custom autonomous AI agent workflows (using LangGraph/CrewAI) to automate international client communication, contract drafting, and vendor matching.
- Programmed internal mathematical and statistical tools to automate complex export metrics, freight calculations, and profit-margin forecasting for large-scale shipments.
- Architected and maintained the company’s internal software pipelines, integrating LLM APIs and cloud databases to streamline supply chain operations.
- Enforced strict data privacy and security guardrails across proprietary data layers, ensuring secure communication and transaction logging.
Artificial Intelligence Intern
Completed an intensive, hands-on Artificial Intelligence Internship developing and implementing end-to-end machine learning solutions across simulated commercial data challenges.
- Designed and trained core AI models in Natural Language Processing (NLP), Computer Vision (CNNs), Time Series Forecasting, and Predictive Classification.
- Performed comprehensive data preprocessing, feature engineering, and data balancing using SMOTE.
- Integrated models into robust pipeline scripts and conducted detailed validation metrics (F1-score, ROC AUC, Precision, Recall).
Data Analyst & Machine Learning Apprentice
Completed an intensive professional certification series focused on advanced data analytics, statistical modeling, and Python programming.
- Mastered Exploratory Data Analysis (EDA), regression analysis, and predictive modeling.
- Developed advanced data pipelines and interactive dashboards to translate raw data into actionable insights.
- Applied statistical modeling (ADF tests, decomposition, regression) to check assumptions and explain variance.
IoT & Firmware Engineering Intern
Gained hands-on experience in hardware-software interfacing, embedded systems design, and low-latency network communication protocols within the IoT ecosystem.
- Assisted in developing and testing firmware components for connected microcontrollers and edge hardware configurations (Arduino, Raspberry Pi).
- Managed system repositories, version control workflows, and collaborative codebase architectures using GitHub.
- Interfaced physical sensor arrays with software data streams for low-latency telemetry ingestion.
Technical Specializations
Applying robust models, scripting pipelines, and security mechanisms to secure physical and digital architectures.
Artificial Intelligence
Autonomous systems, agents & machine learning basic courses.
Advanced Data Analytics
Regression analysis, data science, statistics, pandas.
Cybersecurity
Ethical hacking essentials, forensic analysis, TryHackMe.
IoT & Wireless SDR
HackRF, software-defined radio, physical sensor integration.
Interactive 3D Secure Core
Interact directly with the 3D model representing the secure system core. Rotate, hover, and examine the active machine details.
Cyber-Physical Autonomous Core
Integrating software intelligence with physical telemetry. This 3D representation is built using Spline, interacting directly in response to cursor position. Move your mouse to explore the engine interface.
AI, Security & IoT Projects
Bridging algorithms, radio frequency hacking, and microcontrollers to build functional, secure systems.
Customer Churn Prediction
Classification & Retention Pipeline
Developed an end-to-end data pipeline predicting subscriber churn. Leveraged SMOTE to address class imbalance and trained optimized classifiers to locate core risk factors.
Car Keyless Entry Replay Hack
Sub-GHz Protocol Hacking Case Study
Performed remote keyless entry (RKE) replay forensics. Intercepted signals at 433.91 MHz and re-transmitted demodulated IQ frame structures via HackRF One to control vehicle locks.
Arduino CNC 2D Circuit Plotter
Chemical-Free PCB Trace Drawer
Assembled a variable 2D plotter drawing PCB traces using conductive ink. Programmed Arduino Mega with L293D shields to translate imported G-code coordinates into motor steps.
Certifications & Credentials
Explore my verified academic credentials and technical certifications across AI, data science, and security.
BS in Artificial Intelligence
Graduated with a Bachelor of Science in Artificial Intelligence. Specialized in deploying machine learning models, computer vision neural networks, and autonomous agent workflows.
The Complete Agentic AI
Comprehensive training in building autonomous AI agents, multi-agent frameworks, and workflow automation.
Build AI Agents From Scratch
Hands-on instruction for designing custom autonomous agents utilizing OpenAI API and Python scripting.
Build and Sell APIs The Right Way
Creating backend API endpoints, monetization pipelines, security layers, and developer interfaces.
Google Advanced Data Analytics Specialization
Full Google Professional Specialization covering regression analysis, statistical modeling, machine learning, and data insights.
Ethical Hacking Essentials (EHE)
Certified essentials covering vulnerability scanning, web app attacks, system penetration, and network safety.
Applied ChatGPT for Cybersecurity
Practical engineering to automate threat analysis, write security scripts, and analyze malware using LLMs.
Python 3 Programming Specialization
Five-course specialization detailing object-oriented programming, file systems, API consumption, and computer vision libraries.
Business English Specialization Capstone
Professional capstone demonstrating business negotiation, plan generation, presentations, and team leading in English.
AI Coder: Complete Claude Code & Coding Agents Course
Certified in complete Claude Code and autonomous coding agents development for rapid software builds.
Academic Foundation
BS Degree details
Let's Connect For Opportunities
Looking for a dedicated AI and Cybersecurity professional to fortify your data and innovate smart systems? Let's talk.