chore: sync skills (Run:ai)

README.md

@@ -167,6 +167,7 @@ For non-interactive installs, global installs, agent-specific installs, updates,
 | **Portfolio Optimization** | GPU-accelerated Mean-CVaR portfolio optimization with NVIDIA cuOpt — CVaR optimization, efficient frontier, scenario generation, backtesting, and rebalancing. | [`portfolio-optimization`](skills/portfolio-optimization) |
 | **RAG Blueprint** | RAG pipeline — deploy, configure, troubleshoot, and manage retrieval augmented generation with Docker Compose or Helm. | [`rag-blueprint`](skills/rag-blueprint), [`rag-eval`](skills/rag-eval), [`rag-perf`](skills/rag-perf) |
 | **RTX Remix** | Mod and remaster classic games with RTX Remix: manage projects and USD layers, and replace textures and models through the Toolkit MCP server. | [`rtx-remix-modding`](skills/rtx-remix-modding) |
+| **Run:ai** | Diagnose failed Run:ai workloads through the Run:ai MCP server. | [`runai-diagnose-failed-workload`](skills/runai-diagnose-failed-workload) |
 | **Skill Card Generator** | Reads an agent skill's source files and produces a skill card plus a review table. Use when a skill directory exists and a governance card needs to be generated or updated. | [`skill-card-generator`](skills/skill-card-generator) |
 | **TAO Toolkit** | NVIDIA TAO Toolkit - fine-tune and optimize 100+ pretrained vision AI models with your own data using low-code microservices, then export production-ready models for edge or cloud deployment. | [`tao-analyze-changenet-rca`](skills/tao-analyze-changenet-rca), [`tao-finetune-huggingface-model`](skills/tao-finetune-huggingface-model), [`tao-port-huggingface-model`](skills/tao-port-huggingface-model), [`tao-run-automl`](skills/tao-run-automl), [`tao-run-automl-deft-pipeline`](skills/tao-run-automl-deft-pipeline), [`tao-run-deft-aoi`](skills/tao-run-deft-aoi), [`tao-run-deft-aoi-cosmos3`](skills/tao-run-deft-aoi-cosmos3), [`tao-run-deft-cr-its-mining`](skills/tao-run-deft-cr-its-mining), [`tao-run-deft-object-detection`](skills/tao-run-deft-object-detection), [`tao-run-deft-od-aoi`](skills/tao-run-deft-od-aoi), [`tao-run-deft-pas`](skills/tao-run-deft-pas), [`tao-run-dinov3-ssl-deft`](skills/tao-run-dinov3-ssl-deft), [`tao-run-inference-service`](skills/tao-run-inference-service), [`tao-train-single-step`](skills/tao-train-single-step), [`tao-validate-recipe-transfer`](skills/tao-validate-recipe-transfer), [`paidf-cosmos-predict`](skills/paidf-cosmos-predict), [`tao-analyze-detection-kpi`](skills/tao-analyze-detection-kpi), [`tao-analyze-gaps-od-map`](skills/tao-analyze-gaps-od-map), [`tao-analyze-gaps-visual-changenet`](skills/tao-analyze-gaps-visual-changenet), [`tao-analyze-gaps-vlm-bcq`](skills/tao-analyze-gaps-vlm-bcq), [`tao-convert-dataset-format`](skills/tao-convert-dataset-format), [`tao-finetune-anomalygennext`](skills/tao-finetune-anomalygennext), [`tao-generate-anomalies`](skills/tao-generate-anomalies), [`tao-generate-image-embeddings`](skills/tao-generate-image-embeddings), [`tao-generate-image-grounding`](skills/tao-generate-image-grounding), [`tao-generate-od-defects`](skills/tao-generate-od-defects), [`tao-generate-referring-expressions`](skills/tao-generate-referring-expressions), [`tao-generate-video-reasoning-annotations`](skills/tao-generate-video-reasoning-annotations), [`tao-mine-aoi-images`](skills/tao-mine-aoi-images), [`tao-mine-nearest-neighbors`](skills/tao-mine-nearest-neighbors), [`tao-mine-od-images`](skills/tao-mine-od-images), [`tao-prepare-anomalygennext-inputs`](skills/tao-prepare-anomalygennext-inputs), [`tao-route-visual-changenet-samples`](skills/tao-route-visual-changenet-samples), [`tao-validate-dataset-format`](skills/tao-validate-dataset-format), [`tao-finetune-clip`](skills/tao-finetune-clip), [`tao-finetune-cosmos-embed`](skills/tao-finetune-cosmos-embed), [`tao-finetune-cosmos-reason`](skills/tao-finetune-cosmos-reason), [`tao-finetune-kumo-anomaly`](skills/tao-finetune-kumo-anomaly), [`tao-finetune-kumo-forecast`](skills/tao-finetune-kumo-forecast), [`tao-finetune-video-clip`](skills/tao-finetune-video-clip), [`tao-train-action-recognition`](skills/tao-train-action-recognition), [`tao-train-bevfusion`](skills/tao-train-bevfusion), [`tao-train-centerpose`](skills/tao-train-centerpose), [`tao-train-codetr`](skills/tao-train-codetr), [`tao-train-deformable-detr`](skills/tao-train-deformable-detr), [`tao-train-depth-anything-v2`](skills/tao-train-depth-anything-v2), [`tao-train-dino`](skills/tao-train-dino), [`tao-train-dinov3`](skills/tao-train-dinov3), [`tao-train-fast-foundation-stereo`](skills/tao-train-fast-foundation-stereo), [`tao-train-foundation-stereo`](skills/tao-train-foundation-stereo), [`tao-train-grounding-dino`](skills/tao-train-grounding-dino), [`tao-train-image-classification`](skills/tao-train-image-classification), [`tao-train-mask-auto-encoder`](skills/tao-train-mask-auto-encoder), [`tao-train-mask-auto-label`](skills/tao-train-mask-auto-label), [`tao-train-mask-grounding-dino`](skills/tao-train-mask-grounding-dino), [`tao-train-mask2former`](skills/tao-train-mask2former), [`tao-train-metric-learning-recognition`](skills/tao-train-metric-learning-recognition), [`tao-train-nvdinov2`](skills/tao-train-nvdinov2), [`tao-train-nvpanoptix3d`](skills/tao-train-nvpanoptix3d), [`tao-train-ocdnet`](skills/tao-train-ocdnet), [`tao-train-ocrnet`](skills/tao-train-ocrnet), [`tao-train-oneformer`](skills/tao-train-oneformer), [`tao-train-optical-inspection`](skills/tao-train-optical-inspection), [`tao-train-pointpillars`](skills/tao-train-pointpillars), [`tao-train-pose-classification`](skills/tao-train-pose-classification), [`tao-train-reid`](skills/tao-train-reid), [`tao-train-rtdetr`](skills/tao-train-rtdetr), [`tao-train-segformer`](skills/tao-train-segformer), [`tao-train-sparse4d`](skills/tao-train-sparse4d), [`tao-train-visual-changenet`](skills/tao-train-visual-changenet), [`tao-data-io`](skills/tao-data-io), [`tao-run-on-brev`](skills/tao-run-on-brev), [`tao-run-on-docker`](skills/tao-run-on-docker), [`tao-run-on-kubernetes`](skills/tao-run-on-kubernetes), [`tao-run-on-slurm`](skills/tao-run-on-slurm), [`tao-run-on-virtualenv`](skills/tao-run-on-virtualenv), [`tao-setup-nvidia-gpu-host`](skills/tao-setup-nvidia-gpu-host), [`tao-artifacts`](skills/tao-artifacts), [`tao-launch-workflow`](skills/tao-launch-workflow), [`tao-list-capabilities`](skills/tao-list-capabilities), [`tao-setup`](skills/tao-setup), [`tao-token-efficient-execution`](skills/tao-token-efficient-execution) |
 | **TileGym** | Tile-based GPU programming — adding new kernels, cross-framework conversion, and performance optimization. | [`tilegym-adding-cutile-kernel`](skills/tilegym-adding-cutile-kernel), [`tilegym-converting-cutile-to-julia`](skills/tilegym-converting-cutile-to-julia), [`tilegym-converting-cutile-to-triton`](skills/tilegym-converting-cutile-to-triton), [`tilegym-cutile-autotuning`](skills/tilegym-cutile-autotuning), [`tilegym-cutile-python`](skills/tilegym-cutile-python), [`tilegym-improve-cutile-kernel-perf`](skills/tilegym-improve-cutile-kernel-perf), [`tilegym-monkey-patch-kernels-to-transformers`](skills/tilegym-monkey-patch-kernels-to-transformers) |
@@ -242,6 +243,7 @@ Per-product source repo links:
 | **Portfolio Optimization** | [Issues](https://github.com/NVIDIA-AI-Blueprints/portfolio-optimization/issues) | [Discussions](https://github.com/NVIDIA-AI-Blueprints/portfolio-optimization/discussions) | [Contributing](https://github.com/NVIDIA-AI-Blueprints/portfolio-optimization/blob/main/CONTRIBUTING.md) | [Security](https://github.com/NVIDIA-AI-Blueprints/portfolio-optimization/blob/main/SECURITY.md) |
 | **RAG Blueprint** | [Issues](https://github.com/NVIDIA-AI-Blueprints/rag/issues) | [Discussions](https://github.com/NVIDIA-AI-Blueprints/rag/discussions) | [Contributing](https://github.com/NVIDIA-AI-Blueprints/rag/blob/develop/CONTRIBUTING.md) | [Security](https://github.com/NVIDIA-AI-Blueprints/rag/blob/develop/SECURITY.md) |
 | **RTX Remix** | [Issues](https://github.com/NVIDIAGameWorks/toolkit-remix/issues) | — | [Contributing](https://github.com/NVIDIAGameWorks/toolkit-remix/blob/main/docs/contributing/contributing-overview.md) | [Security](https://github.com/NVIDIAGameWorks/toolkit-remix/blob/main/SECURITY.md) |
+| **Run:ai** | [Issues](https://github.com/dsx-ai-factory/run-ai/issues) | [Discussions](https://github.com/dsx-ai-factory/run-ai/discussions) | [Contributing](https://github.com/dsx-ai-factory/run-ai/blob/main/CONTRIBUTING.md) | [Security](https://github.com/dsx-ai-factory/run-ai/blob/main/SECURITY.md) |
 | **Skill Card Generator** | [Issues](https://github.com/NVIDIA/Trustworthy-AI/issues) | — | [Contributing](https://github.com/NVIDIA/Trustworthy-AI/blob/main/CONTRIBUTING.md) | [Security](https://github.com/NVIDIA/Trustworthy-AI/blob/main/SECURITY.md) |
 | **TAO Toolkit** | [Issues](https://github.com/NVIDIA-TAO/tao-skill-bank/issues) | [Discussions](https://github.com/NVIDIA-TAO/tao-skill-bank/discussions) | [Contributing](https://github.com/NVIDIA-TAO/tao-skill-bank/blob/release/latest/CONTRIBUTING.md) | [Security](https://github.com/NVIDIA-TAO/tao-skill-bank/blob/release/latest/SECURITY.md) |
 | **TileGym** | [Issues](https://github.com/NVIDIA/TileGym/issues) | — | [Contributing](https://github.com/NVIDIA/TileGym/blob/main/CONTRIBUTING.md) | [Security](https://github.com/NVIDIA/TileGym/blob/main/SECURITY.md) |