“Model inference”

Opinionated Bayesian modeling workflow with PyMC and ArviZ.

Benchmark and A/B-test multiple LLMs or systems-under-test on one evaluation dataset.

Bayesian modeling with PyMC.

Use when the user asks to "design an experiment", "build a predictive model", "run A/B test analysis", "perform causal inference", "engineer features"…

Route GeoAI geospatial data, inference, training, foundation-model, and integration workflows.

开启“问答模式”，通过递归式提问澄清需求，实时维护 IMPLEMENTATION_PLAN.md，并在用户最终确认后执行开发任务。当用户提到“问答模式”、“执行访谈”、“需求澄清”或需要对复杂任务进行前置规划时使用。

Route Asteroid tasks to the right sub-skill for pretrained inference, training recipes, custom model building, and model sharing.

Guides Earth2Studio weather and climate inference workflows, data access, model and component selection, output/checkpoint handling, extension, and optional…

Pick the right serving container for a SageMaker model deployment and find its current image URI.

Pull pre-computed ortholog calls from public databases (OrthoDB, Ensembl Compara, OMA browser, eggNOG, PANTHER, KEGG Orthology, HomoloGene) via their REST APIs.

Routes official FlashVSR diffusion-based streaming video super-resolution setup, model preparation, and CUDA inference for v1 and v1.1.

Discovers and evaluates scientific datasets, models, methodology posts, and Spaces through the Hugging Science catalog.

Run Bayesian phylogenetic analysis with MrBayes, BEAST2, RevBayes, and PhyloBayes including MCMC convergence diagnostics and model comparison.

Routes easy12306 12306 captcha recognition tasks across pretrained inference, data preparation, text-model training, and image-model training workflows.

Use this skill when building, deploying, evaluating, debugging, or measuring latency for the DeepStream SOP Inference Microservice — a GPU-accelerated FastAPI…

Choose OpenRouter models and routers, query live catalog data, use structured outputs and batch inference, and debug routing with metadata.

Route ClearerVoice-Studio tasks for ClearVoice inference, SpeechScore metrics, and speech-model training or data-preparation workflows.

Computer vision engineering workflow for dataset design, model selection (detection/segmentation/classification), evaluation, inference optimization, and…

Route BiRefNet image segmentation, matting, inference, configuration, training, evaluation, and model-export workflows.

Selects, deploys, and customizes AI models on Amazon SageMaker.

Implements the NOWAIT technique for efficient reasoning in R1-style LLMs.

Manage and fetch models from the Infip API.

World-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems.

Scores binary predictions (Brier, log loss, ECE, MCE, AUROC, accuracy, reliability bins, per-cohort) or saved categorical outputs joined to retained targets…