Continuous Nvidia CUDA PC Sampling Profiler
Production-ready CUDA profiling when NSight only works in development.
Graphsignal Profiler
LLM inference profiling with per-token timing, but Arize and Langfuse already own this space.
ML engineers running production LLM inference
Arize · Langfuse · PyTorch Profiler
Production-ready CUDA profiling when NSight only works in development.
28% faster Vulkan-to-CUDA on Qwen, but llm.c and llama.cpp already own inference.
Build vLLM from scratch with PagedAttention kernels when llama.cpp already exists.
Academic paper on TTFT optimization with no implementation to evaluate.
94% GPU reduction claim needs verifiable benchmarks to stand out.
Read-only GPU waste scanner finds 20-40% cluster spend waste without agents or sidecars.