Expertise
I operate at the intersection of AI research and production engineering — turning ambiguous requirements into scalable, cost-effective systems. Here's where I add the most value.
Generative AI & Multimodal Models
I architect end-to-end pipelines for foundational generative models — text-to-video, image-to-video, and large-scale synthetic data generation. My work spans model evaluation, data pipeline design, and bridging research prototypes with production-grade infrastructure.
- Architected synthetic data generation pipelines capable of producing 100M+ assets
- Reduced reliance on third-party data and lowered acquisition costs by up to 40%
- Partnered with research teams and design partners to deliver 12+ GenAI-focused PoCs and Proofs of Value
- Provided technical validation that accelerated strategic decisions by C-level stakeholders
Cloud Architecture & Data Pipelines
I design highly scalable, cloud-first systems that handle massive data throughput while keeping costs predictable. From vendor negotiations to infrastructure blueprints, I guide technical and business decisions for large-scale operations.
- Drove vendor negotiations and cost-benefit analyses across cloud, infrastructure, and content acquisition
- Guided executive investment decisions for large-scale data operations
- Designed deterministic physics frameworks and simulation systems for research workflows
- Built production systems processing hundreds of millions of synthetic video assets
Technical Strategy & PoC Delivery
I collaborate directly with C-level decision makers to understand business needs and translate them into impactful technical solutions. I craft compelling prototypes and scalable abstractions that streamline delivery across engagements.
- Delivered compelling PoCs that de-risked multi-million dollar technology investments
- Established repeatable frameworks for rapid prototyping and technical validation
- Bridged communication between research, engineering, and business stakeholders
- Created scalable solution architectures adopted across multiple client engagements
Real-time 3D & Streaming
With nearly 5 years running an immersive technology consultancy and deep Unreal Engine expertise, I bring hands-on experience delivering 3D, streaming, and visualization solutions for startups and enterprises across the US, EU, UK, China, and Japan.
- Founded and led a consultancy delivering bespoke immersive tech solutions across global markets
- Integrated Vulkan Video API into Unreal Engine 5 for cross-platform media playback
- Built cross-platform runtime video encoding plugins for Unreal Engine
- Delivered investor demos, production workflows, and real-time visualization systems
Want to discuss how I can help with your next challenge?
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