Agent skills for Windsurf (legacy)

Avoid ensembling models with significantly different performance.

Expert at writing Rails 8 models with proper validations, associations, scopes, callbacks, and concerns.

Save, load, inspect, minify, and share scvi-tools model artifacts

Use when building the analytical model or operational mechanism at the core of a Manufacturing & Service Operations Management (M&SOM)…

Merge multiple fine-tuned models using mergekit to combine capabilities without retraining.

Resolve model profile (quality/balanced/budget) at orchestration start and map agents to specific models.

Guide for maintaining the MassGen model and backend registry.

Allocate models for one task from the runtime catalogue, with operator confirmation, light-worker eligibility rules, and a…

Generate a reproducible, runnable PyTorch training repo for a medical-imaging task — segmentation, classification, detection…

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.

You are an expert Rails model test developer.

Fires before ANY agent or workflow dispatch that names a model or effort — before a `RuntimeAssignment` is written — routing workflow…

Design or audit the clinical-validation study for an engineer-built medical-imaging model (segmentation, classification, or detection)…

Load when handling moderation issues, conflict resolution, rule enforcement, or developing moderation policies.

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

Specialized knowledge for writing modern high-quality CSS.

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)…

Enforces high-performance Python 3.10+ standards using functional paradigms, strict typing, and high-speed serialization.

Build modern Shiny dashboards and applications using bslib (Bootstrap 5).