Skill Claude CodeCodex
Step-by-step tutorial for adding a new lightweight JIT CUDA kernel to sglang's jitkernel module.
180 tagged cuda, measured the same way as everything else here.
Browse within: moe 63PyTorch 40blackwell 35gpu-kernels 35high-performance-computing 35kernel-optimization 35llm-agents 35llm-serving 35inference 30ffmpeg 29cloud-native 28llama 28onnx 28sycl 28
Skill Claude CodeCodex
Step-by-step tutorial for adding a new lightweight JIT CUDA kernel to sglang's jitkernel module.
Skill Claude CodeCodex
How SGLang's runtime configuration and process-global state are organized (RuntimeContext tiers, publish + namespace config bags, the pristine ServerArgs seed, override entry points, resource/stream/buffer leases, per-forward flags), the CI guardrails that enforce the design, and the idioms for developing and testing…
Skill Claude CodeCodex
Use when adding a new diffusion model or Diffusers pipeline to SGLang.
Skill Claude CodeCodex
Translates a HuggingFace model into a prefill-only AutoDeploy custom model using reference custom ops, validates with hierarchical equivalence tests.
Skill Claude CodeCodex
Run TensorRT-LLM test cases, benchmarks, evaluations, or custom scripts by checking the environment (local GPU or Slurm), selecting the appropriate Docker image, and executing either locally or via Slurm job submission. Accepts pre-built command strings — command construction for trtllm-bench, trtllm-eval, and…
Skill Claude CodeCodex
Onboard a HuggingFace multimodal model (vision/audio/video + text) to the TensorRT-LLM PyTorch backend. Use when writing a new tensorrtllm/torch/models/modeling .py plus its input processor and weight mapper, or extending an existing VLM. Not for AutoDeploy — use ad-model-onboard for that path.
Skill Claude CodeCodex
Expert guidance for Vite development with modern build tooling, HMR, framework integrations, and performance optimization.
Skill Claude CodeCodex
Local TTS, voice cloning, voice design, and video dubbing via the VoiceStudio MCP server (open-source ElevenLabs alternative; nothing leaves the machine, runs on MPS/CUDA/CPU). Use when: (1) generating speech from text in any of 646 languages, (2) cloning a voice from a 3-second reference clip, (3) designing a voice…
Skill Claude CodeCodex
Run an open-source project's issue/PR/release loop like a careful human maintainer — triage to root cause, absorb community PRs before duplicating them, gate every merge, ship honest releases, and thank the people doing your QA for free.
Skill Claude CodeCodex
Step-by-step tutorial for adding new CUDA kernels to FlashInfer.
Skill Claude CodeCodex
Guide for benchmarking FlashInfer kernels with CUPTI timing.
Skill Claude CodeCodex
Tutorial for debugging CUDA crashes using API logging.
ForceInjection/AI-fundamentals
Skill Claude CodeCodex
Extract text from PDF files, translate it to a target language, and save the result as a Markdown file. Use this skill when the user wants to translate a PDF document or asks to "convert PDF to Chinese".
Skill Claude CodeCodex
Modify, build, test, debug, and contribute to NVIDIA cuOpt (C++/CUDA, Python, server, CI). Use for solver internals, PRs, DCO, and code conventions.
Skill Claude CodeCodex
After solving a non-trivial problem, detect generalizable learnings and propose skill updates. Always active — applies to every interaction.
Skill Claude CodeCodex
Base rules for end users calling NVIDIA cuOpt (routing/LP/MILP/QP/install/server). Not for cuOpt internals — use cuopt-developer for those.
Skill Claude CodeCodex
The Atlas build → verify → image → publish pipeline, plus the upstream-sync PR automation. Turns a merged commit into a serve-matrix-verified avarok/atlas-gb10 image that users can pull. Use when cutting an image, closing the main→:latest staleness gap, wiring the release gate, or auto-syncing the fork and opening a…
Skill Claude CodeCodex
Enforce the measurement discipline for any performance claim (tok/s, TTFT, TPOT, wall, accuracy). Invoke BEFORE measuring, comparing, or quoting a perf number, and before writing one into a commit message, PR comment, BENCH.toml, or report. Born from the 2026-08-15 decode-rate flip-flop (29→34→13 asserted in sequence…
Skill Claude CodeCodex
Comprehensive C/C++ programming reference covering everything from C11-C23 and C++11-C++23, system programming, CUDA GPU computing, debugging tools, Rust interop, and advanced topics. Use for: C/C++ questions, C/C++ interview preparation, modern language features, RAII/memory management, templates/generics, CUDA…
Skill Claude CodeCodex
Readable C/C++/Rust/CUDA code rules inspired by The Art of Readable Code. Use when writing, reviewing, or refactoring C, C++, Rust, or CUDA code. Enforces short functions, flat control flow, clear naming, readable structure, and idiomatic patterns.
Skill Claude CodeCodex
Use when optimizing or generating a CUDA megakernel for a HuggingFace Llama-family model with AutoMegaKernel (AMK), drives the correctness-gated propose -> eval -> keep/revert loop (or hands off to the unattended autoresearch driver).
maxiaosong1124/ncu-cuda-profiling-skill
Skill Claude CodeCodex
Automated NCU (Nsight Compute) profiling workflow with full metrics collection and persistent storage.
Skill Claude CodeCodex
Analyze Nsight Compute .ncu-rep and .ncu-repz kernel reports using the VeloQ CLI. Use for occupancy, warp stalls, memory/instruction bottlenecks, rule findings, source/SASS/PTX correlation, and metric CSV/table export.
Skill Claude CodeCodex
Analyze Nsight Systems .nsys-rep or pqtdir/ timeline traces using the VeloQ CLI. Use for GPU idle gaps, launch causes, CPU/GPU correlation, NVTX, CUDA graphs, metrics, sampling, and overlap/concurrency.