01 — SERVICES

Your GPU workload is slower than it should be.
I'll find out why.

Name: Light's Consulting
Address: CA

I'm Sam Beldjoudi, an AI engineer who builds real-time multimodal systems. I profile training and inference pipelines, find where the time actually goes, and fix it.

Book a free 30-minute call

01SheetA-101

GPU performance audit

I profile your training or inference pipeline with Nsight Systems, the PyTorch profiler and memory traces, find where the time goes, and deliver a written report with fixes ranked by impact.

▸ One week

▸ Written report and profiling traces

▸ Bottlenecks ranked by measured cost

▸ Fixes ranked by impact

What I need from you: Access to the code and a reproducible run of the slow pipeline on your hardware.
Scope: One training or inference pipeline on one machine. Multi-node cluster work is quoted separately.

Fixed price: $1,500

If you want me to implement the fixes, I'll quote that after the audit.

Scale 1:1Fixed priceRev A

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Real-time AI systems

▸ Real-time inference pipelines

▸ C++ and CUDA

▸ Custom CUDA kernels

▸ TensorRT and ONNX deployment

Scale 1:1C++ / CUDARev A

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Real-time AI in Unreal Engine 5

▸ UE5 subsystem-level integration

▸ Frame-budget inference

Scale 1:1UE5 / C++Rev A

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Technical advisory

▸ Architecture reviews

▸ Code audits

▸ Technical due diligence

Scale 1:1ScopedRev A

02 — WHY

The person you talk to does the work.

There's no team behind me and no handoff to junior developers. You talk to me, I do the work.

Down to the GPU.

Most AI consultants stop at Python. I work from the model down to memory, scheduling and the C++ around it.

Honest about fit.

If I can't help, I'll say so on the first call, and tell you who might.

03 — CONTACT

Have a slow pipeline? Let's talk.

30-minute call, free. By the end you'll know whether I can help. If I can, you'll have a fixed-price proposal within 48 hours. If I can't, I'll tell you who can.