# www.rightnowai.co > AI-optimized mirror of www.rightnowai.co containing 50 pages totalling 15,604 words of clean markdown content, structured data, and semantic HTML. Original source: https://www.rightnowai.co/. Last updated: 2026-04-30T21:45:25.287Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [RightNow Research Lab](/site-root.html): RightNow AI Research Lab — building the best developer tools for GPU programming. Researching AI-guided compilation, GPU architecture emulation, automated performance analysis, and more. (630 words) ## Articles & Blog Posts - [guides/cuda-operations/fft-1d/index.html](/guides/cuda-operations/fft-1d/index.html) (1 words) - [guides/cuda-operations/saxpy/index.html](/guides/cuda-operations/saxpy/index.html) (1 words) - [guides/cuda-operations/batch-normalization/index.html](/guides/cuda-operations/batch-normalization/index.html) (1 words) - [guides/cuda-operations/vector-dot-product/index.html](/guides/cuda-operations/vector-dot-product/index.html) (1 words) - [guides/cuda-operations/cudamemcpy-async/index.html](/guides/cuda-operations/cudamemcpy-async/index.html) (1 words) - [guides/cuda-operations/stencil-operations/index.html](/guides/cuda-operations/stencil-operations/index.html) (1 words) - [guides/cuda-operations/sorting-bitonic/index.html](/guides/cuda-operations/sorting-bitonic/index.html) (1 words) - [guides/cuda-operations/histogram/index.html](/guides/cuda-operations/histogram/index.html) (1 words) - [guides/cuda-operations/prefix-scan/index.html](/guides/cuda-operations/prefix-scan/index.html) (1 words) - [guides/cuda-operations/convolution-2d/index.html](/guides/cuda-operations/convolution-2d/index.html) (1 words) - [guides/cuda-operations/reduction-max/index.html](/guides/cuda-operations/reduction-max/index.html) (1 words) - [guides/cuda-operations/transpose/index.html](/guides/cuda-operations/transpose/index.html) (1 words) - [guides/cuda-operations/reduction-sum/index.html](/guides/cuda-operations/reduction-sum/index.html) (1 words) - [guides/cuda-operations/memory-coalescing/index.html](/guides/cuda-operations/memory-coalescing/index.html) (1 words) - [blog/llms-write-gpu-kernels-beat-torch-compile/index.html](/blog/llms-write-gpu-kernels-beat-torch-compile/index.html) (1 words) - [blog/fixing-cuda-installation-issues/index.html](/blog/fixing-cuda-installation-issues/index.html) (1 words) - [terms-of-use/index.html](/terms-of-use/index.html) (1 words) - [privacy-policy/index.html](/privacy-policy/index.html) (1 words) - [guides/cuda-errors/index.html](/guides/cuda-errors/index.html) (1 words) - [guides/cuda-operations/index.html](/guides/cuda-operations/index.html) (1 words) - [CUDA Matrix Multiplication Optimization Guide](/guides/cuda-operations/matrix-multiplication/index.html): Complete guide to optimizing CUDA matrix multiplication. Learn shared memory tiling, memory coalescing, thread block tuning, and achieve 10x+ performance gains. (1,150 words) - [The CUDA Development Workflow Is Broken](/blog/best-cuda-editor-comparison-2025/index.html): You're switching between four different applications to profile a single kernel. Nsight Compute for metrics. Visual Studio for code. A terminal for compilation. nvidia-smi in another window. By the time you find the memory bottleneck, you've forgotten what you were optimizing. Learn proven techniques to shift the scaling law intercept and achieve 10-50% performance gains. Free 7-day playbook included. (1,061 words) - [CUDA Attention Mechanism Optimization Guide](/guides/cuda-operations/attention/index.html): Complete guide to CUDA attention optimization. Learn FlashAttention, tiled computation, memory-efficient gradients, and multi-query attention. (601 words) - [GPU Comparison Guides](/guides/gpu-comparison/index.html): Compare NVIDIA GPUs for CUDA development. Detailed specs, benchmarks, and optimization tips for RTX 4090, A100, H100, RTX 3090, and 240+ GPU models. (244 words) - [CUDA Async Copy and Pipeline Guide](/guides/cuda-operations/async-copy/index.html): Complete guide to CUDA async copy. Learn memcpy_async, cuda::pipeline, software pipelining, and latency hiding. (450 words) - [CUDA Quantization Implementation Guide](/guides/cuda-operations/quantization/index.html): Complete guide to CUDA quantization. Learn INT8, INT4 kernels, calibration, packed formats, and quantized inference. (478 words) - [CUDA Graph Algorithm Optimization Guide](/guides/cuda-operations/graph-algorithms/index.html): Complete guide to CUDA graph algorithms. Learn parallel BFS, PageRank, sparse representation, and load balancing. (461 words) - [CUDA Warp Primitives Guide](/guides/cuda-operations/warp-primitives/index.html): Complete guide to CUDA warp primitives. Learn warp shuffle, vote, match, ballot, and cooperative operations. (542 words) - [How to Break the Scaling Wall](/blog/how-to-break-the-scaling-wall/index.html): When researchers plot model cross-entropy loss against compute on a log-log scale, the result is a near-straight line: loss falls predictably as compute, model size, or training tokens increase. That empirical regularity - the scaling law - lets teams forecast returns, but it also shows the limit: buying more GPUs gives diminishing marginal returns. Learn proven techniques to shift the scaling law intercept and achieve 10-50% performance gains. Free 7-day playbook included. (899 words) - [CUDA Cooperative Groups Guide](/guides/cuda-operations/cooperative-groups/index.html): Complete guide to CUDA cooperative groups. Learn thread_block, grid_group, tiled_partition, and coalesced_group. (415 words) - [CUDA Tensor Core Programming Guide](/guides/cuda-operations/tensor-cores/index.html): Complete guide to CUDA Tensor Core programming. Learn WMMA API, matrix fragment types, and mixed precision matmul. (538 words) - [Code Editor](/pricing/index.html): RightNow AI Research Lab — building the best developer tools for GPU programming. Researching AI-guided compilation, GPU architecture emulation, automated performance analysis, and more. (338 words) - [CUDA Layer Normalization Optimization Guide](/guides/cuda-operations/layer-normalization/index.html): Complete guide to CUDA layer normalization. Learn Welford algorithm, warp shuffles, fused operations, and RMSNorm for transformers. (599 words) - [CUDA FFT Optimization Guide](/guides/cuda-operations/fft/index.html): Complete guide to CUDA FFT optimization. Learn cuFFT usage, batched FFT, in-place transforms, and convolution via FFT. (357 words) - [CUDA Activation Functions Optimization Guide](/guides/cuda-operations/activation-functions/index.html): Complete guide to CUDA activation optimization. Learn ReLU, GELU, SiLU, Mish implementations and fusion strategies. (448 words) - [CUDA Memory Management Best Practices](/guides/cuda-operations/memory-management/index.html): Complete guide to CUDA memory management. Learn memory pools, unified memory, pinned allocation, and memory optimization. (385 words) - [CUDA Softmax Optimization Guide](/guides/cuda-operations/softmax/index.html): Complete guide to CUDA softmax optimization. Learn online softmax, warp shuffles, numerical stability, and fused operations for 5x+ speedup. (564 words) - [CUDA Image Resize Optimization Guide](/guides/cuda-operations/image-resize/index.html): Complete guide to CUDA image resize. Learn bilinear, bicubic, area interpolation, and high-throughput batch resizing. (507 words) - [CUDA Pooling Operations Optimization Guide](/guides/cuda-operations/pooling/index.html): Complete guide to CUDA pooling optimization. Learn max pooling, average pooling, global pooling, and adaptive pooling implementations. (420 words) - [CUDA Batched Matrix Multiplication Guide](/guides/cuda-operations/batch-gemm/index.html): Complete guide to CUDA batched GEMM. Learn strided batching, grouped operations, memory layout optimization for attention and MLPs. (402 words) - [CUDA Sparse Matrix Operations Guide](/guides/cuda-operations/sparse-matrix/index.html): Complete guide to CUDA sparse matrix optimization. Learn CSR, COO, BSR formats, cuSPARSE usage, and sparse neural networks. (359 words) - [CUDA Framework Guides](/guides/frameworks/index.html): Master CUDA integration with popular frameworks. Optimization guides for PyTorch, TensorFlow, JAX, Triton, CuPy, and 40+ GPU computing frameworks. (370 words) - [CUDA Scatter/Gather Operations Guide](/guides/cuda-operations/scatter-gather/index.html): Complete guide to CUDA scatter/gather. Learn atomic operations, segment-based scatter, and efficient sparse gradient updates. (368 words) - [CUDA Embedding Lookup Optimization Guide](/guides/cuda-operations/embedding-lookup/index.html): Complete guide to CUDA embedding optimization. Learn coalesced access patterns, L2 caching, sparse gradients, and large vocabulary handling. (331 words) - [Forge CLI](/docs/forge/index.html): RightNow AI Research Lab — building the best developer tools for GPU programming. Researching AI-guided compilation, GPU architecture emulation, automated performance analysis, and more. (176 words) - [Input](/forge/index.html): Forge automatically optimizes your AI models for maximum GPU performance. Up to 14x faster inference with 100% correctness and zero code changes. (446 words) - [CUDA Programming Guides](/guides/index.html): Comprehensive CUDA programming guides. Master GPU optimization, fix CUDA errors, compare GPUs, and learn framework integration with 700+ in-depth tutorials. (112 words) - [Blog](/blog/index.html): Technical insights, tutorials, and updates about CUDA development, GPU optimization, and AI-powered coding from the RightNow AI team. (89 words) - [Code Editor for GPU Kernels](/editor/index.html): RightNow AI is the best and only all-in-one AI-powered code editor for NVIDIA GPU kernel developers. Features custom agents, skills and MCP support, clear model selection across cloud and local GPUs, GPU emulator, real-time profiling, line-by-line performance analysis, and enterprise-grade benchmarking. Supports all NVIDIA GPUs from GTX 1060 to H100. (1,844 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/content/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/content/robots.txt): Crawler directives