Creation Driven
Bridging Theory with Practical Execution. Technical solutions company specializing in mobile, desktop, and web application development, design, and strategic consulting.
About
Chinua Umoja, Ph.D., is the founder of Creation Driven. He is a full-stack and applied AI engineer with more than ten years of experience building production software, from mobile apps to cloud platforms and AI systems. He has built AI assistants and the evaluations that keep them reliable, led engineering as an acting CTO, worked on large-scale logistics systems at Amazon and clinical systems in digital health, and taught data science at Georgia State University. He holds a Ph.D. in Computer Science, focused on machine learning, from Georgia State and a B.S. in Computer Science from Morehouse College. Through Creation Driven, he helps companies turn ideas into working products, from strategy to launch.
Projects
Make Music Count (client, K-12 education)
A music-and-math learning platform for students and teachers. We consolidated four native iOS and Android apps into one Flutter app on Firebase with a TypeScript API on AWS, and built Teacher Intelligence, an AI assistant teachers use to understand their class, backed by an evaluation suite that guards its accuracy and student privacy. We also built AI-generated, standards-aligned lessons and quizzes, admin authoring tools, and school sign-in integration. Tags: Flutter, Firebase, TypeScript, AWS, Gemini, AI evaluation.
Fullscale (technology leadership, AI video)
Chinua serves as acting CTO of an AI platform that places brand products into creator video. We took its multi-tenant platform to production on AWS, with a keyed partner API and a generative video pipeline whose output passes automated quality checks and human review. Tags: AWS, TypeScript, PostgreSQL, Generative AI, Computer vision.
Well Matched (client)
A backend AI framework with a custom language model that scores user compatibility across nine dimensions. Tags: AI, Backend, Python.
Roadwork (client, public sector)
A cross-platform Flutter and Firebase app that lets residents report road hazards to government officials. Tags: Flutter, Firebase, Mobile.
LLM Kits (open source)
A PyTorch toolkit implementing GPT, BERT, RoBERTa, DistilBERT and T5 from scratch, with mixed-precision and distributed training, quantization and versioned checkpoints. Tags: PyTorch, Python, Machine learning.
Sleepless Night (coming soon)
An interactive dream in fifteen scenes, told through cutscenes and playable sequences. A dreamer who never speaks drifts from a theater lobby through parties, clubs and rooftops, following a four-note melody that keeps returning. Audio and visual cues drive the puzzles.
Project: Labyrinth (coming soon)
A first-person exploration game set in atmospheric 3D labyrinths. Procedurally generated mazes are dressed in hand-crafted themes, from mossy ancient ruins to a gothic manor and a neon cityscape. Mood, lighting and sound are central to every level.