Use Cases

720p 30fps Fast Video Inference On Single Or Multi-gpu

1 project

Accelerating Deep Learning Inference Across Cpu, Gpu, And Npu

1 project

Attach Gpu Nodes For Agent AI Workloads

1 project

Author High-performance Gpu/accelerator Kernels In Mojo

1 project

Batch-convert Large Document Sets On Gpu Or Cpu

1 project

Burn Down Gpu Kernel Hotspots From Existing Artifacts

1 project

Capture Png Or Full-page Screenshots Without A Gpu Or Chromium

1 project

Check Logpush Job Health Summaries

1 project

Compile Llama.cpp With Cuda/rocm/metal For The Local Gpu

1 project

Consumer-gpu Model Serving For Code Llms

1 project

Cpu-only Inference With No Gpu

1 project

Cpu-only Local Llm Inference Without Gpu Or Blas

1 project

Dense Training On Consumer Gpus Via 8gb Vram Quantization

1 project

Deploy Models Across Cpu, Gpu, And Mobile Devices

1 project

Distributed Multi-gpu/multi-node Inference

1 project

Distributed Rlhf On Multi-gpu Clusters Up To 70b+ Params

1 project

Driving Gpu Jobs From Claude Code, Cursor, Codex Via Mcp

1 project

Fine-tune Llms On A Single Consumer Gpu

1 project

Fine-tune Llms On Consumer Gpus With Lora/qlora

1 project

Gpu Bin-packing And Accelerator-aware Scheduling

1 project

Gpu-accelerated Local Inference With Nvidia Cuda

1 project

Gpu-accelerated Video Decoding On Macos/windows/linux

1 project

Hybrid Cpu+gpu Inference For Models Larger Than Vram

1 project

Industry Signal Tracking (gpu Rent, Hiring, Materials)

1 project

Kv-cache-aware Prefix Routing To Maximize Gpu Utilization

1 project

Load And Unload Models With Gpu Acceleration Flags

1 project

ML Experiment Automation And Gpu Setup Orchestration

1 project

Manage Context Length And Gpu Offload Settings

1 project

Managing Gpu Node Allocation And Exclusive/non-exclusive Access

1 project

Mock Asr Mode For Testing Without Mic Or Gpu

1 project

Monitor Live Cpu, Memory, Gpu, Disk, Battery Stats

1 project

Monitor Throughput, Time-to-first-token And Gpu Memory

1 project

Multi-gpu And Heterogeneous Cpu/cuda/metal Execution

1 project

Multi-gpu And Multi-node Audio Model Training

1 project

Multi-gpu Distributed Draft Model Training

1 project

Multi-gpu/multi-node Ddp Training

1 project

Multi-lora Adapter Batching On Shared Gpus

1 project

Offline Local Generation On Consumer Gpus

1 project

Profile Cpu Vs Gpu Frame Timing And Capture Unreal Insights Traces

1 project

Render And Preview Buildings In The Browser With Webgpu

1 project

Run 70b Llm Inference On A Single 4gb Gpu

1 project

Run Chat And Coding Models Offline On Gpu Or Npu

1 project

Run Diffusion Models Locally On Cpu Or Gpu

1 project

Run Llms And Vlms Locally On Cpu, Gpu, Or Npu

1 project

Run Llms Locally With No Gpu

1 project

Run Local Models With Ollama On Cpu, Nvidia Or Amd Gpus

1 project

Run Models With Webgpu Acceleration Across Supported Gpus

1 project

Run Small Llms (135m-4b) Locally In The Browser On Webgpu/cpu

1 project

Self-contained Soft-masking Notebook Example Without Gpus

1 project

Self-hosted AI Workstation On A Single Gpu

1 project

Self-hosted Offline Speech Assessment On A 12gb Gpu

1 project

Serve A Browser-based Viewer For Training Progress On Remote Gpus

1 project

Speeding Up Transformer Training On Multi-node Nvidia Gpus

1 project

Submit Long-running Jobs On Local, Wsl, Ssh And Gpu Hosts With Live Logs

1 project

Train On Nvidia/amd/intel/apple Gpus Through Vulkan

1 project