When to activate: model serving, inference, FastAPI ML, BentoML, Triton, vLLM, model deployment, online inference, batching
Apply when writing stateful logic, or when code branches a lot or repeats a shape assumption across files.
Use when building the model or mechanism for a Production and Operations Management (POM) manuscript — formalizing assumptions, deriving…
Update financial models with new data — quarterly earnings, management guidance, macro changes, or revised assumptions.
Summarize CodexBar local cost logs by model for Codex or Claude, including current or full breakdowns.
Use sd-scripts model and network utilities safely: LoRA
ModelWar - Core War for Agents
Use when a topic benefits from multiple perspectives debating before a decision.
Guidelines and workflows for community moderation, trust & safety, and
Use when modern C++ features from C++11/14/17/20 including auto, lambdas, range-based loops, structured bindings, and concepts.
When to activate: C++, modern C++23, RAII, smart pointers, move semantics, concepts, ranges, structured bindings, value semantics
Contemporary editorial style with serif typography, minimal palettes, and clean layouts for polished digital products.
Create, edit, and modernize Dockerfiles, .dockerignore, Docker Bake files, and Compose files using Bret Fisher's strongly opinionated…
Everything you need to know to build, test and review Home Assistant Integrations.
Use when writing, reviewing, or modernizing Kotlin code with recent language versions (2.0–2.4.x, including 2.4.10 and 2.4.20-Beta1)…
Use when targeting Modern Language Quarterly (MLQ) or deciding whether a literary-history manuscript fits this venue.
Write modern PHP 8.x code — typed properties, enums, readonly classes, match expressions, named arguments, union/intersection types…
Generates professional, minimal A4 resumes optimized for print and PDF export directly within Claude.
Build modern Shiny dashboards and applications using bslib (Bootstrap 5).
WHEN building SwiftUI views, managing state, setting up shared services, or making architectural decisions; NOT for UIKit or legacy…
Modern tidyverse patterns for R including pipes, joins, grouping, purrr, and stringr.