Forge turns PyTorch models into optimized CUDA and Triton kernels automatically. 32 AI agents run in parallel, each trying different optimization strategies like tensor cores, memory coalescing, and kernel fusion. A judge validates every kernel for correctness before benchmarking. We got 5x faster inference than torch.compile on Llama 3.1 8B and 4x on Qwen 2.5 7B. Works on any PyTorch model. Free trial on one kernel. Full credit refund if we don't beat torch.compile.
RightNow AI is the first GPU-native code editor supporting CUDA, Triton, CUTE, and Tilelang. Features agentic hardware-aware AI (Forge), cycle-accurate GPU emulator with 98% accuracy across 86+ NVIDIA architectures, real-time profiling with Nsight Compute integration, and line-by-line performance analysis.
Write, optimize, and profile GPU kernels in any DSL, all in one editor. Supports all NVIDIA GPUs
Free to download with pro features available.
Forge generates optimized GPU kernels from any PyTorch or HuggingFace model. 32 parallel Coder+Judge agents compete to find the fastest CUDA/Triton implementation. Up to 5× faster than torch.compile(mode='max-autotune') with 97.6% correctness.
Enter HuggingFace model ID, get optimized kernels for every layer. Powered by optimized NVIDIA Nemotron 3 Nano 30B at 250k tokens/sec.
"Full refund if we don't beat torch.compile"
RightNow AI is the only AI code editor built specifically for CUDA. Features agentic AI that knows your GPU architecture, real Nsight Compute profiling inline, natural language to NCU commands, and 86+ GPU emulation with <2% error. Benchmark across block sizes, thread counts, and memory layouts. View PTX/SASS assembly side-by-side. Profile multiple GPUs simultaneously. Connect to remote GPUs or run fully local with offline LLM support. Supports all NVIDIA GPUs from GTX 1060 to H100.
RightNow AI is the first CUDA-native code editor. It brings real-time GPU profiling, AI optimization, GPU virtualization, and a full emulator into one environment, helping developers build faster and more efficient CUDA applications
Claude Code for CUDA. Free AI assistant that actually understands GPU architecture, write, debug, and optimize GPU kernels right from your terminal. Built by RightNow AI, the first GPU-native AI code editor.
