Leading the ImagineArt 2.0 Model Programme
The research scope behind true-to-life realism, prompt understanding, precise text and cinematic control.
MUHAMMAD AHMED GHANI
Lead Machine Learning Engineer
and Researcher at ImagineArt
5+Years Engineering
25+Production Projects
2M+Users Reached
01Profile
About Muhammad Ahmed Ghani
Muhammad Ahmed Ghani is Lead Machine Learning Engineer and Researcher at ImagineArt, formerly Vyro AI, currently working in Islamabad, Pakistan. He leads the company's ML team and led research for ImagineArt 2.0 and ImagineArt 2.0 Edit, and built ImagineArt 1.5 Pro.
The work spans text-to-image generation, image-grounded editing, native 4K output, video, speech and agentic systems: model architecture, training, evaluation and the inference infrastructure that serves those models in production. As of , systems he has led are used by more than two million people.
Born on , he studied computer science at the University of Central Punjab in Lahore. Before ImagineArt came five years across Ekkel AI, Kodezi and Sigmetec — leading a team of five through more than twenty projects in speech processing, natural language processing and computer vision, and building the MLOps foundations for AI developer tooling as a founding engineer.
What does Muhammad Ahmed Ghani work on?
Generative models, end to end. Diffusion and flow-matching image models, video generation with temporal consistency, speech systems, and agentic AI — from first experiment through training, evaluation and production inference.
Who leads the machine learning team at ImagineArt?
Muhammad Ahmed Ghani has led the ML team at ImagineArt since March 2024, a seven-person group of machine learning engineers and researchers covering model research, product delivery and production infrastructure. See the ImagineArt ML team page.
Who led research for ImagineArt 2.0?
Muhammad Ahmed Ghani led research and the ML team behind ImagineArt 2.0. These are team-built systems; he separately built ImagineArt 1.5 Pro as sole developer.
Where is he based, and is he available?
Working in Islamabad, Pakistan, and originally from Lahore; working with teams globally. Open to research collaboration, consulting and speaking, at muhammad.ahmed@imagine.art or i.am.a.pakistani.programmer@gmail.com.
02Selected Work
Models &
Products
Research taken through
to shipped products.
P.001LATEST MODEL
Lead Research · Generative AI
ImagineArt 2.0 & 2.0 Edit
Led research and an ML team across the flagship text-to-image and image-editing models: photorealism, prompt understanding, typography, multi-image composition and identity preservation.
P.002
Model Research · Native 4K
ImagineArt 1.5 Pro
Sole developer of the realism-focused successor to 1.5, with native 4K generation, stronger anatomy and prompt adherence, and a 40% faster inference pipeline.
P.003
MoE Diffusion · Model Programme
ImagineArt 1.5
Led model development and built the training and evaluation stack across data curation, distributed training and automated evaluation.
P.004
Agentic Creative AI
Imagine Assist
Built a personalized control agent that routes image, video and audio tools through one conversational interface with style memory and preference learning.
P.005
Model Architecture · Deployment
ImagineArt 1.0
Delivered the first in-house realistic image model, including the MoE architecture, data pipelines, training infrastructure and scalable GPU inference.
P.006
Applied AI · Infrastructure
Imagine Platform
Shipped avatar and short-form video systems, then reduced inference latency through quantization, caching and GPU optimization.
03Technical Stack
The Stack
Tools used day to day.
01
AI / ML
Generative AIComputer VisionNLPLLMsStable DiffusionMLOpsModel OptimizationLLMOpsSpeech ProcessingPyTorchTensorFlowONNXTensorRT
02
Languages
PythonJavaScriptTypeScriptCC++ShellCUDA
03
Infrastructure
AWSGCPDockerRunpodGitFastAPIFlaskMongoDBFirebaseHugging Face
04Career Path
Experience
Where the work has happened.
01
Lead Machine Learning Engineer and Researcher
- Lead and mentor a seven-person ML team across research, product delivery and production infrastructure.
- Led research for ImagineArt 2.0 and 2.0 Edit across photorealism, prompt understanding, typography, multi-image composition and identity preservation.
02
Sr. AI Engineer / Team Lead
- Led team of 5 engineers, delivering 22+ projects across Speech Processing, NLP, and Computer Vision.
- Managed large-scale deployments on AWS, GCP, and Runpod across global infrastructure.
03
Founding Machine Learning Engineer
- Founding member responsible for MLOps and infrastructure of Kodezi's core AI products.
- Designed scalable pipelines for VS Code extension integration and real-time code analysis.
05Credentials
Certifications
Courses and certifications completed.
01
Generative AI For Business LeadersMicrosoft
Jul 2024✓
02
DeepLearning SpecializationDeepLearning.AI
Jul 2021✓
03
TensorFlow Developer SpecializationDeepLearning.AI
Jun 2021✓
04
Artificial Intelligence SpecializationSamsung Innovation Campus
Dec 2022✓
05
Intro to AR/VR/MR/XRUniversity of Michigan
Oct 2021✓
06
Fullstack Web DevelopmentEwiglife
Oct 2019✓
06Foundations
Education
Undergraduate study.
01
Bachelor of Science in Computer Science
- Lahore, Pakistan · CGPA 3.52/4.00
- Active Lead at Computer Society, organizing international tech competitions.
07Model Case Studies
Writing
First-person accounts of leading and building the ImagineArt in-house model line.
Building ImagineArt 2.0 Edit
A unified image-grounded model for composition, identity preservation, product placement and style transfer.
ImagineArt 1.5 Pro and Native 4K
How a realism-focused model and its inference pipeline delivered professional 4K generation at production speed.