“Model inference”

Fits and diagnoses Python statistical models including OLS, GLM, discrete and mixed models, ARIMA and SARIMAX.

Inspect 1NFER models, crypto funding terms and task cost without keys or paid calls.

Animate 3D model files into 1080p videos using cloud AI animation workflows.

This skill covers causal inference methods in observational and quasi-experimental settings.

Discover verified AI inference nodes, get the best node+model per task, pre-price chains.

Bring a model up on P800 through evidence-driven failure classification and correction.

Show or switch the model for the current GrokRouter Bot.

Preview and safely restart biological-model state only when the user explicitly requests a restart; never infer destructive intent.

AGENTS.md from xorbitsai/inference: 213 lines covering Project Overview, Working Rules, Environment Setup, Formatting and Linting and more.

Revit tools over MCP stdio.

OpenAI-compatible inference API for open models, with dedicated GPUs, post-training and batch inference.

Mathematical alignment through LaTeX-only questions.

WHAT — C4 model methodology (Context, Container, Component, Code) guidance — what to draw at each level, when, and how to render C4-inspired diagrams via…

Cite file:line, command output, or a captured artifact for every claim; treat should/presumably/likely as unfinished work.

Run IV, DiD, and RDD analyses in R with proper diagnostics.

Route AI evaluation, ML training and inference engineering, and model operational readiness; use security review for authority-boundary threats.

Decide a product-specific UX brief, emotional target, visual direction, first-glance hierarchy, assumptions and layout sequence BEFORE generating a screen or…

Reviewing new-model / pipeline / checkpoint / deploy-config PRs and stage-topology issues — plumbing vs parity evidence, checkpoint layout gate, stage…

Guide installing Earth2Studio via uv or pip, selecting model extras, and configuring the environment.

Runs open models locally or in the cloud, with a REST API and Python and JavaScript libraries.

When asked to estimate something unstated, produce a legible correctable evidence chain rather than refusing or fabricating a number.

BYOK Models — OpenAI-Compatible Provider

cristall

Zero-touch dynamic language model provider for local inference.

Reference tables for Copilot Studio YAML authoring: triggers, actions, variables, entities, Power Fx functions, templates.

Build, deploy, and maintain applications on Hugging Face Spaces — Gradio / Docker / Static SDKs, ZeroGPU and dedicated hardware, model loading, debugging…