Use before repeatedly placing GLB models in PlayCanvas Engine, React, or Web Components to measure each asset once and record its uniform…
Use when building the formal model for a Marketing Science manuscript — turning a marketing phenomenon into an analytical (game-theoretic)…
Use when an SGLang, vLLM, TensorRT-LLM, or TokenSpeed serving/model optimization task needs prior model-family PR evidence.
Resolve model profile (quality/balanced/budget) at orchestration start and map agents to specific models.
Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT.
Recommends where work runs and which tier and supported effort it needs, using ~/.claude/model-profiles.md.
Use when formulating the model and stating results for an Operations Research (OR) manuscript — defining the…
Refresh a user- or project-owned point-in-time guide for model prompting, benchmark-aware routing, execution lanes, and pricing when the…
When to activate: model serving, inference, FastAPI ML, BentoML, Triton, vLLM, model deployment, online inference, batching
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.