Choose an ML model or provider when a user asks which checkpoint, router, local model, adapter, tokenizer, or inference backend fits a…
Use before repeatedly placing GLB models in PlayCanvas Engine, React, or Web Components to measure each asset once and record its uniform…
Generates python code that evaluates SageMaker models.
Expert at writing Rails 8 models with proper validations, associations, scopes, callbacks, and concerns.
Use when building the analytical model or operational mechanism at the core of a Manufacturing & Service Operations Management (M&SOM)…
Use when an SGLang, vLLM, TensorRT-LLM, or TokenSpeed serving/model optimization task needs prior model-family PR evidence.
Use when formulating the model and stating results for an Operations Research (OR) manuscript — defining the…
Pick the executor and effort for a unit of work — which Claude tier (Fable 5 / Opus 5 / Sonnet 5 / Haiku 4.5), what effort level, or…
Classifies prompt complexity and advises when a different Claude model tier would be more cost-effective.
Refresh a user- or project-owned point-in-time guide for model prompting, benchmark-aware routing, execution lanes, and pricing when the…
Use when building the model or mechanism for a Production and Operations Management (POM) manuscript — formalizing assumptions, deriving…
MANDATORY tracking protocol for multi-model validation.
Use sd-scripts model and network utilities safely: LoRA
This skill MUST be invoked when the user says "extract entities", "define data model", "model relationships", "entity modeling", or…
This skill enables Claude to design NoSQL data models.
Use when designing Rails models - ActiveRecord patterns, validations, callbacks, scopes, associations, concerns, query objects, form objects
ModelWar - Core War for Agents
Use faster, modern CLI replacements instead of legacy Unix tools, cross-platform (macOS, Linux, Windows).
Use when targeting Modern Language Quarterly (MLQ) or deciding whether a literary-history manuscript fits this venue.
Audit Unity scripts for modern development practices.
This skill should be used when the user wants an overview of the Modern Product Operating Model — a collection of 6 composable product…