Vet the concrete third-party model a study will be built on — this repository, this revision, this checkpoint — not the architecture family.
Use when building the model or mechanism for a Production and Operations Management (POM) manuscript — formalizing assumptions, deriving…
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.
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.
WHEN building SwiftUI views, managing state, setting up shared services, or making architectural decisions; NOT for UIKit or legacy…
Run educational code reviews against your project's quality standards.
Use when you need to add, remove, edit, list, or change the boot default of an nvfancontrol fan profile on a Jetson/Tegra (Orin, Thor)…
Modular Code Organization
Organizes and automates complex polyglot build pipelines using a standardized, modular Taskfile architecture.
Validate and use MoE expert-parallel communication overlap in Megatron-Bridge, including overlap_moe_expert_parallel_comm…
Expert in building browser extensions that solve real problems -