Adeer Khan | AI & Machine Learning Researcher

WHAT I DO.

AI & ML researcher working on generative AI, LLM-integrated digital twins, computer vision, and intelligent built environments.

Development & AI Integration

Custom tools, workflows, and AI agents.

Connecting models, systems, and people across AEC workflows with practical AI integration.

-Trained and evaluated deep learning models for vision, robustness, and generative tasks
-Built LLM-integrated digital twin systems for intelligent building management, control, and human-AI collaboration
-Applied generative AI across diffusion, autoregressive, and hybrid models to automate building design and AEC workflows
-Developed conversational agents with LangChain and OpenAI APIs

PythonPyTorchTensorFlowscikit-learnJupyterNumPyPandasHugging FaceLangChainOpenAIStreamlit

Urban Intelligence

From simulation to decision.

Turning spatial, visual, and environmental data into clearer decisions for intelligent built environments.

-Face recognition with deep embeddings (EE488B, KAIST)
-Point cloud rendering and architectural visualization in SketchUp and Enscape 3D
-Real-time digital twin communication with MQTT in Unity 3D
-Land use / land cover classification and urban growth modeling with random forests and ANN-CA
-Satellite imagery analysis and future-scenario simulation with QGIS and MOLUSCE
-Parametric environmental simulation with Rhino, Grasshopper, and Ladybug Tools

OpenCVUnityC#QGISRGit

Rapid Prototyping

Prototype fast. Customize at scale.

Moving research into working demos, reproducible systems, and production-ready experiments.

-Peer-reviewed publication in Automation in Construction (Q1), IEEE Access, and EJRS
-Structural health monitoring and experimental validation
-Docker, Linux, and reproducible research workflows

LaTeXDockerLinuxGitHub

EXPERIENCE.

NeoBIM GMBH

AI Research & Development

Oct 2023 - Present

> 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.

Korea Advanced Institute of Science & Technology (KAIST)

Graduate Researcher

Feb 2024 - Aug 2025

> 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.

Joyn Group

Data Scientist

Aug 2023 - Oct 2023

> 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.

Softoo Pvt. Ltd.

Asset Integrity Engineer

Apr 2023 - Aug 2023

> 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

Gold Medalist

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.

GITHUB

[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.

LIVE DEMO

[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.

LIVE DEMO

[PROJ_011]

Point Cloud Rendering

Visualization of a point cloud model and a hillside tourist bridge in SketchUp, rendered in Enscape 3D.

LIVE DEMO

[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.

LIVE DEMO

[PROJ_013]

Talk with Images

A Streamlit app that answers questions about uploaded images through a LangChain and OpenAI GPT conversational agent.

GITHUB

PUBLICATIONS.

[2025]

Generative AI approaches for architectural design automation

Automation in Construction

DOI

[2025]

Neural Network Coding Layer (NNCL): Enhancing Deep Learning Robustness against Feature Erasure

IEEE Access

DOI

[2022]

Machine learning-based monitoring and modeling for spatio-temporal urban growth of Islamabad

Egyptian Journal of Remote Sensing and Space Science

DOI

[2022]

A Simple and Sustainable Approach for Structural Health Monitoring of Structures

Capital University of Science and Technology

AWARDS.

[01]

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.

[02]

Quaid-e-Azam Gold Medal

Capital University of Science and Technology

Awarded for overall best achievement in extra- and co-curricular activities.

[03]

Participant of South Asian Quiz Contest CMC Quiz Mania - 5

Kathmandu, Nepal

Represented Pakistan in Quiz Mania which was telecasted on Nepal TV.

[04]

National Level Distinction in Final Year Design Project

Pakistan Engineering Council

Awarded 2nd prize at Pakistan Engineering Council's Engineering Capstone Expo 2022.

[05]

University Level Distinction in Final Year Design Project

10th Industrial Open House

Awarded 1st Position at the event held by the university.

[06]

Research Excellence Award 2021

Capital University of Science and Technology Research Committee

Designated as honorary chair of the Research Excellence Award Ceremony (REA) - 2021.

[07]

Runner Up — SUPARCO World Space Week 2022 Pakistan

SUPARCO

Secured 2nd position in SDG Video Contest on Sustainable Human Footprint.

[08]

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.

[09]

Graphics Head

16th International Conference on Emerging Technologies (ICET 2021)

Supervised a team to professionally undertake the graphical work of the conference.

[10]

Proofreader

International Conference on Advances in Mechanical Engineering

Responsible for proofreading and structuring the conference proceedings.

HELLO, I'MADEER KHAN

WHAT I DO.

Development & AI Integration

Custom tools, workflows, and AI agents.

Urban Intelligence

From simulation to decision.

Rapid Prototyping

Prototype fast. Customize at scale.

EXPERIENCE.

NeoBIM GMBH

Korea Advanced Institute of Science & Technology (KAIST)

Joyn Group

Softoo Pvt. Ltd.

EDUCATION.

Korea Advanced Institute of Science & Technology (KAIST)

Capital University of Science and Technology (CUST)

PROJECTS.

AI Designer

Site IFC Generation

MeshGPT Generation

Floorplan Generation

ComfyUI

Digital Twin

Face Embeddings

Al-Bahar Tower Facades

Game Development in Unity3D

Architectural Visualization

Point Cloud Rendering

Podcast Summarizer

Talk with Images

PUBLICATIONS.

AWARDS.

KAIST International Scholarship

Quaid-e-Azam Gold Medal

Participant of South Asian Quiz Contest CMC Quiz Mania - 5

National Level Distinction in Final Year Design Project

University Level Distinction in Final Year Design Project

Research Excellence Award 2021

Runner Up — SUPARCO World Space Week 2022 Pakistan

Chancellor's Honor Roll

Graphics Head

Proofreader

REACH OUT TO ME!