“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.

Detect and resolve incoherence in documentation, code, specs vs implementation.

Run Gemini batch inference on Google Cloud Vertex AI.

Running AI models locally with Ollama and llama.cpp.

Bayesian modeling with PyMC.

Hugging Face Hub CLI (`hf`) for downloading, uploading, and managing models, datasets, spaces, buckets, repos, papers, jobs, and more on the Hugging Face Hub.

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

This skill should be used when the user asks to "implement a DiD regression", "write a causal inference pipeline", "set up an event study", "implement…

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

Fine-tune and serve Physical Intelligence OpenPI models (pi0, pi0-fast, pi0.5) using JAX or PyTorch backends for robot policy inference across ALOHA, DROID…

Run a 3-leg evaluation against a newly released LLM.

Use when predicting molecular structures (proteins, nucleic acids, small molecules, and complexes) with the Chai-1 foundation model via local inference or the…

You are an expert at Kubernetes and Gateway inference extension, architect and implement the Gateway inference extensions for Kubernetes focused on LLM…

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.

Implement "Sign In with OpenRouter" using OAuth PKCE — framework-agnostic, no SDK or client registration required.

Use when researching another Git repository

Reference integrity for AI agents.

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