Development & AI Integration
Research-driven engineering for the built world.
Applying AI research to AEC workflows — LLM-integrated systems, digital twins, and automation tooling.
HELLO, I'MADEER KHAN
AI researcher passionate about developing smart solutions for the built world — applying software engineering, machine learning, and AI to create innovative solutions.
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Publications
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Projects
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Awards
WHAT I DO.
AI & ML researcher working on generative AI, LLM-integrated digital twins, computer vision, and intelligent built environments.
Generative AI & Design Automation
Training and shipping generative design models.
Diffusion, transformers, and 3D Gaussian splatting for automated floorplans, building meshes, and text-to-3D in AEC.
Experimentation & Prototyping
From research paper to working demo.
Evaluating and fine-tuning models, then shipping reproducible prototypes and production-ready experiments.
EXPERIENCE.
> Lead AI research and development for a BIM startup in Germany.
- -Designing LLM-integrated digital twin systems and automated design workflows. https://designer.bluebrick.ai/
- -Specializing generative models for the AEC industry, developing floorplan generation systems using Diffusion models, Autoencoders, Transformers, and 3D Gaussian Splatting (image/text-to-3D conversion).
- -Evaluating 50+ generative AI repositories and fine-tuning models (Stable Diffusion, Flux, Mistral, Qwen, LLaMA) for scalable, domain-specific AEC design automation.
> Researched generative AI for automated building design and LLM-integrated digital twins.
- -Implemented an LLM-assisted digital twin framework in Unity 3D, integrating IoT hardware (Arduino, ESP32) for intelligent building system simulation and control.
- -Managed the lab server and website, and maintained the lab's IT infrastructure.
> Applied machine learning to business data and product workflows.
- -Developed Urdu audio transcription pipelines with OpenAI Whisper, reducing word error rate from 70% to 22%.
- -Trained DistilBERT for Named Entity Recognition in the cement industry, generating spatial market rate maps.
> Worked with ML and computer vision models for structural inspection.
- -Developed 3D point cloud generation from LIDAR for structure inspections.
- -Improved redlining processes for offshore platforms, reducing time and costs.
EDUCATION.
Korea Advanced Institute of Science & Technology (KAIST)
MSc in Civil & Environmental Engineering
Feb 2024 - Aug 2025
Research on automated building design and LLM-integrated digital twins.
- -CGPA: 3.50/4.30 (92/100%)
- -Generative AI approaches for automated architectural design (Automation in Construction, 2025).
- -LLM-integrated digital twin management and adaptive control for buildings.
Capital University of Science and Technology (CUST)
BSc in Civil Engineering
Sep 2018 - Jul 2022
Graduated as the overall best achiever of the university.
- -CGPA: 3.88/4.00 (Gold Medalist)
PROJECTS.
[PROJ_001]
AI Designer
An AI-driven design workflow that generates architectural concepts from text prompts.
[PROJ_002]
Site IFC Generation
Automated generation of IFC site models for BIM workflows, converting site data directly into building-information models.
[PROJ_003]
MeshGPT Generation
MeshGPT-based generation of 3D building meshes, using a decoder-only transformer to predict triangle meshes directly.
[PROJ_004]
Floorplan Generation
Deep-learning-based floor plan generation that produces residential layouts from input constraints and design prompts.
[PROJ_005]
ComfyUI
Generative AI workflows built in ComfyUI for architectural visualization and rapid design iteration.
[PROJ_006]
Digital Twin
A Unity3D-based digital twin system using MQTT for real-time bidirectional communication, visualization, and control between physical devices (Arduino/ESP32 sensors and actuators) and their virtual counterparts.
[PROJ_007]
Face Embeddings
A framework for training deep face-recognition embeddings - final project for Deep Learning for Computer Vision (EE488B) at KAIST, Fall 2024.
[PROJ_008]
Al-Bahar Tower Facades
Designed the mechanical facades of Al-Bahar Tower in Rhino with parametric programming in Grasshopper, integrating Ladybug Tools to simulate facades opening and closing in response to the sun's path.
[PROJ_009]
Game Development in Unity3D
A Unity3D project from the Computer Graphics Theory and Application (GCT522) course exploring procedural generation and shader-based weather effects in a dynamic environment.
[PROJ_010]
Architectural Visualization
Building modeled in SketchUp and visualization render done in Enscape 3D.
[PROJ_011]
Point Cloud Rendering
Visualization of a point cloud model and a hillside tourist bridge in SketchUp, rendered in Enscape 3D.
[PROJ_012]
Podcast Summarizer
OpenAI GPT-based podcast summarizer with a cloud-deployed backend and a Streamlit frontend. Paste any podcast RSS feed to get summaries and highlights.
[PROJ_013]
Talk with Images
A Streamlit app that answers questions about uploaded images through a conversational agent.
PUBLICATIONS.
Generative AI approaches for architectural design automation
Automation in Construction
DOINeural Network Coding Layer (NNCL): Enhancing Deep Learning Robustness against Feature Erasure
IEEE Access
DOIMachine learning-based monitoring and modeling for spatio-temporal urban growth of Islamabad
Egyptian Journal of Remote Sensing and Space Science
DOIA Simple and Sustainable Approach for Structural Health Monitoring of Structures
Capital University of Science and Technology
AWARDS.
KAIST International Scholarship
Korea Advanced Institute of Science and Technology
Recipient of prestigious merit-based scholarship covering full tuition with additional monthly stipend for living expenses.
Quaid-e-Azam Gold Medal
Capital University of Science and Technology
Awarded for overall best achievement in extra- and co-curricular activities.
Participant of South Asian Quiz Contest CMC Quiz Mania - 5
Kathmandu, Nepal
Represented Pakistan in Quiz Mania which was telecasted on Nepal TV.
National Level Distinction in Final Year Design Project
Pakistan Engineering Council
Awarded 2nd prize at Pakistan Engineering Council's Engineering Capstone Expo 2022.
University Level Distinction in Final Year Design Project
10th Industrial Open House
Awarded 1st Position at the event held by the university.
Research Excellence Award 2021
Capital University of Science and Technology Research Committee
Designated as honorary chair of the Research Excellence Award Ceremony (REA) - 2021.
Runner Up — SUPARCO World Space Week 2022 Pakistan
SUPARCO
Secured 2nd position in SDG Video Contest on Sustainable Human Footprint.
Chancellor's Honor Roll
Capital University of Science and Technology
Awarded twice for securing a 4.0 GPA in two semesters of the Engineering Degree.
Graphics Head
16th International Conference on Emerging Technologies (ICET 2021)
Supervised a team to professionally undertake the graphical work of the conference.
Proofreader
International Conference on Advances in Mechanical Engineering
Responsible for proofreading and structuring the conference proceedings.