Advanced patterns for high-performance data access with Dapper in .NET. Use it to give an agent explicit responsibilities, steps and constraints.

Master C /.NET patterns for building production-grade APIs, MCP servers, and enterprise backends with modern best practices (2024/2025). Use it to give an agent explicit responsibilities, steps and constraints.

This skill teaches Claude how to read, generate, and validate HADS documents. Read all [SPEC] blocks before responding to any HADS-related request. Read [NOTE] blocks if you need context on intent or edge cases. Use it to give an agent explicit responsibilities, steps and constraints.

For advanced code-first generation patterns and tooling, see references/code-first-and-tooling.md:. Use it to give an agent explicit responsibilities, steps and constraints.

Advanced patterns for generating OpenAPI specs from code (Python/FastAPI, TypeScript/tsoa), validation, linting, and SDK generation. Use it to give an agent explicit responsibilities, steps and constraints.

Comprehensive patterns for creating, maintaining, and managing Architecture Decision Records (ADRs) that capture the context and rationale behind significant technical decisions. Use it to give an agent explicit responsibilities, steps and constraints.

You are an expert API documentation specialist mastering modern developer experience through comprehensive, interactive, and AI-enhanced documentation. Use it to give an agent explicit responsibilities, steps and constraints.

You are a debugging expert specializing in setting up comprehensive debugging environments, distributed tracing, and diagnostic tools. Configure debugging workflows, implement tracing solutions, and establish troubleshooting practices for development and production environments. Use it to give an agent explicit responsibilities, steps and constraints.

Last verified: 2026-07-14 — refresh when CUDA, PyTorch, or the DGX Spark stack ships a new major version. Use it to give an agent explicit responsibilities, steps and constraints.

DGX Spark's GB10 chip (Grace Blackwell, SM121, 128GB unified memory, aarch64) has ten recurring failure modes across launch, memory, thermals, bandwidth, and precision. Each is named G1–G10 so it can be checked by number — the numbering is load-bearing for tooling that runs these. Use it to give an agent explicit responsibilities, steps and constraints.

DGX Spark's GB10 chip has one 128GB unified memory (UMA) pool shared by CPU and GPU, and a sustained power ceiling well below its rated figure. Both break discrete-GPU assumptions: headroom isn't what nvidia-smi reports, and a run that starts fast will slow down mid-job with no. Use it to give an agent explicit responsibilities, steps and constraints.

Last verified: 2026-07-14 — refresh when CUDA, PyTorch, or Unsloth major versions change. Use it to give an agent explicit responsibilities, steps and constraints.

DGX Spark ships a GB10 Grace Blackwell chip: aarch64 CPU, SM121 GPU, 128GB unified memory, CUDA 13. This is a narrower and younger platform than a standard x86 CUDA 12 box, so package selection and ABI matching matter more than usual — the wheel ecosystem for aarch64 + CUDA 13 is. Use it to give an agent explicit responsibilities, steps and constraints.

Turborepo Caching captures reusable agent playbook guidance for testing & documentation. Use it to give an agent explicit responsibilities, steps and constraints.

sql-optimization-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for testing & documentation. Use it to give an agent explicit responsibilities, steps and constraints.

Transform slow database queries into lightning-fast operations through systematic optimization, proper indexing, and query plan analysis. Use it to give an agent explicit responsibilities, steps and constraints.

monorepo-management — detailed patterns and worked examples captures reusable agent playbook guidance for testing & documentation. Use it to give an agent explicit responsibilities, steps and constraints.

error-handling-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for testing & documentation. Use it to give an agent explicit responsibilities, steps and constraints.

e2e-testing-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for testing & documentation. Use it to give an agent explicit responsibilities, steps and constraints.

Transform debugging from frustrating guesswork into systematic problem-solving with proven strategies, powerful tools, and methodical approaches. Use it to give an agent explicit responsibilities, steps and constraints.