Services / Industries
Media & Entertainment
Fast, cost-aware AI systems for studios, streaming platforms, and content engines. Built by an engineer who has shipped at scale.
Performance that keeps up with content
Media workloads do not forgive. Massive files, sudden traffic spikes, and real-time expectations are the norm. I build AI systems that keep up, from inference pipelines to rendering orchestration, without blowing the budget on overprovisioned hardware.
- Low-latency inference for recommendations, search, and personalization
- GPU batching, quantization, and throughput tuning for video and audio
- Rust and CUDA services that stay solid under viral load
Scale without the cost creep
AI cloud bills can spiral fast. I design systems that scale with demand and make every compute dollar count, using model routers that pick the right model per request, plus caching and batching that cut inference costs.
- Model routing by latency, cost, and capability
- Elastic scaling and load-aware infrastructure design
- Cost visibility and architecture reviews that treat your budget seriously
You work with the builder
This is a solo practice. You talk to the same person who designs, codes, and ships your system. No handoffs to junior teams, no account managers, no surprises.
- Deep experience in AI infrastructure, GPU computing, and distributed systems
- Observability, security, and CI/CD built in from day one
- Clear documentation and knowledge transfer before I step away
Use cases
Where I help
Content discovery
Recommendations, semantic search, and personalization that scales to millions of users without falling over.
Generative pipelines
Automated metadata, thumbnails, captions, translations, and editing assistants that fit into real workflows.
Live events & streaming
Real-time moderation, analytics, and infrastructure that adapts when the audience suddenly shows up.
Rights & compliance
AI-assisted content review, classification, and logging that stands up to rights and audit scrutiny.
Post-production acceleration
GPU-optimized rendering, encoding, and VFX pipelines that bring AI tools into post without breaking the workflow.
Fan engagement
Chatbots, interactive experiences, and community tools built on open-weight models you can actually run.
Ship AI systems built for scale
Tell me about your platform and the performance, scale, or cost problem you need solved.
Start a media project