Our Projects

Real-world CUDA optimization projects delivering measurable performance improvements for enterprise clients.

InferenceFortune 500 Tech Company

Transformer Inference Optimization

Achieved 3.2x speedup on BERT inference through custom CUDA kernels and memory layout optimization.

Technologies Used:

CUDAFlash AttentionMemory CoalescingTensor Cores

Impact:

Reduced inference latency by 68% and memory usage by 45%

TrainingAI Research Lab

Large-Scale Training Framework

Built distributed training system supporting 1000+ GPU nodes with custom communication kernels.

Technologies Used:

Distributed CUDANCCLCustom KernelsGradient Compression

Impact:

Scaled to 175B parameter models with 94% efficiency

Computer VisionAutonomous Vehicle Company

Computer Vision Pipeline

Optimized real-time object detection pipeline for embedded GPU systems.

Technologies Used:

CUDATensorRTQuantizationCustom Kernels

Impact:

Achieved 30 FPS on 4K video with <10ms latency

LLMsEnterprise Software Company

LLM Fine-tuning Platform

Developed BYOD platform for fine-tuning large language models on proprietary data.

Technologies Used:

CUDALoRAQuantizationMemory Optimization

Impact:

Reduced fine-tuning costs by 75% while maintaining model quality

3D GraphicsGraphics Studio

3D Rendering Acceleration

Custom CUDA kernels for real-time ray tracing and neural rendering.

Technologies Used:

CUDAOptiXNeural RenderingCustom Kernels

Impact:

4x faster rendering times for complex scenes

RLRobotics Startup

Reinforcement Learning Engine

High-performance RL training system with custom CUDA kernels for policy networks.

Technologies Used:

CUDACustom KernelsParallel SamplingMemory Optimization

Impact:

10x faster training convergence for complex control tasks

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