“Model inference”

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.

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…

因果推論架構師(頂刊識別策略,2026 前緣標準):現代差異中之差異 DiD——交錯採用(staggered adoption)下 TWFE 的偏誤、Goodman-Bacon 分解、Callaway & Sant'Anna / Sun & Abraham 等異質穩健估計量、事件研究圖與平行趨勢診斷(含…

Change how the simulated car and engine behave in speeduino-serial-sim — driver, gearbox, engine torque, manifold, thermal model, Speeduino fuel/ignition/idle…

DeepInfra MCP by usefulapi

usefulapi.io

Run DeepInfra inference, list models and read account rate limits.

twinny - AI Code Completion and Chat

twinnydotdev

AI code completion, chat, inline edit and code review on models you run.

Use when tasks need optional PyCaret model training, ML factor generation, inference wrappers, feature importance, or sparse LASSO weight generation.

llama.cpp local GGUF inference + HF Hub model discovery.

llama.cpp local GGUF inference + HF Hub model discovery.

Use python-doctr (docTR) for OCR/KIE inference, document IO/export, model customization, datasets/training/evaluation, CLI helpers, deployment, and…

Draws rigged game gun models in Blender from parameters, checked against the real gun

Set the model or effort a Stratum agent uses in this project, saved in .stratum/models.json.

Route DoWhy causal inference, graphical causal model, and graph/data workflows to the right sub-skill and bundled references.

Fetch weather/climate data via Earth2Studio data sources for specific variables and times.

AGENTS.md from speechbrain/speechbrain: 280 lines covering Writing code, Project structure, Architecture concepts, Recipe conventions and more.

Add causal reasoning to agent actions.

Use when working directly with the `esm` Python SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows.

**[REQUIRED]** For **ALL** data science and machine learning tasks.