Expert Coordinator pattern decisions for iOS/tvOS: when coordinators add value vs overkill, parent-child coordinator hierarchy design, SwiftUI vs UIKit coordinator differences,…
CoPaw 运维助手。用于用户提到 copaw 运维、服务无响应、渠道断连、MCP 失败、模型调用失败、cron 不执行、Docker 部署、重载、重启或重置恢复时使用。优先执行状态检查与故障分流；涉及重启、重载、重置、配置修改等高影响动作时，先向用户说明再执行。
GitHub Copilot Coding Agent automation. Apply the ai-copilot label to an issue → GitHub Actions auto-assigns Copilot via GraphQL → Copilot creates a Draft PR.
Authoritative reference for VS Code Copilot customization mechanisms: instructions, prompt files, custom agents, agent skills, MCP servers, hooks, and plugins.
Build applications that programmatically interact with GitHub Copilot. The SDK wraps the Copilot CLI via JSON-RPC, providing session management, custom tools, hooks, MCP server…
Use when building custom agent backends, implementing the AG-UI protocol, debugging streaming issues, or understanding how agents communicate with frontends.
Production-ready CopilotKit pitch deck wizard in main application. Use when enhancing AI conversation features, optimizing Edge Function integration, debugging chat interface, or…
Use when migrating a CopilotKit v1 application to v2 -- updating package imports, replacing deprecated hooks and components, switching from GraphQL runtime to AG-UI protocol…
Debugging discipline for hard bugs — memory leaks, races, routing/sharding issues, regressions, heisenbugs.
Arquitetura de debate multiagente com verificacao simbolica (Cora: Cognitive ORchestrated Argumentation).
Expert Core Data decisions for iOS/tvOS: when Core Data vs alternatives, context architecture for multi-threading, migration strategy selection, and performance optimization…
Development guide for the lemline-core module. Use when working with workflow execution (orchestrators, processors), node tree navigation (Node, NodePosition), task states…
Highest-authority engineering rules - priority hierarchy, modular architecture, code reuse, naming, language/output conventions, and the harness map that routes work to…
Base classes, error handling, utilities, configuration, and dependency injection patterns for Flutter Clean Architecture
Use when implementing or debugging Core Location authorization, CLServiceSession, CLMonitor, background location, or async location updates.
Domain, UseCase, Service, Command, Query 클래스를 구현할 때 반드시 사용. 도메인 로직, 비즈니스 로직, 서비스 구현 시 TDD(Red-Green-Refactor) 방식으로 진행.
Comprehensive testing and quality assurance specialist for ensuring code quality through testing strategies
Optimize CoreML models for iOS and macOS deployment. Covers quantization, palettization, pruning, Neural Engine targeting, compute unit selection, and performance profiling.
Integrate CoreWeave deployments into CI/CD pipelines with GitHub Actions. Use when automating container builds, deploying inference services from CI, or validating GPU manifests…
Collect CoreWeave cluster diagnostics for support tickets. Use when preparing a support case, collecting GPU node status, or documenting pod failures.
Deploy inference services on CoreWeave with Helm charts and Kustomize. Use when deploying multi-model inference, managing GPU deployments at scale, or templating CoreWeave…
Triage a dead or degraded GPU on a CoreWeave node fast — decide reschedule vs GPU-reset vs node-reboot vs RMA from an Xid code or a pasted dmesg / nvidia-smi blob, so a bad card…
Deploy a GPU workload on CoreWeave with kubectl. Use when running your first GPU job, testing inference, or verifying CoreWeave cluster access.
Configure CoreWeave Kubernetes Service (CKS) access with kubeconfig and API tokens. Use when setting up kubectl access to CoreWeave, configuring CKS clusters, or authenticating…
Set up local development workflow for CoreWeave GPU deployments. Use when building containers locally, testing YAML manifests, or iterating on model serving configurations before…
Production readiness checklist for CoreWeave GPU workloads. Use when launching inference services, preparing GPU training for production, or validating deployment configurations.
Handle CoreWeave API and GPU quota limits. Use when hitting quota limits, managing GPU resource allocation, or implementing request queuing for inference endpoints.
Reference architecture for CoreWeave GPU cloud deployments. Use when designing ML infrastructure, planning multi-model serving, or establishing CoreWeave deployment standards.
Upgrade CoreWeave deployments and migrate between GPU types. Use when migrating from A100 to H100, upgrading CUDA versions, or updating inference server versions.
Apply diagonal-cut corners and chamfered edges to buttons, cards, panels, and container shells. Use when a design needs precise geometric framing, sci-fi UI surfaces,…
Master Kotlin coroutines with suspend functions, flows, channels, and structured concurrency for building async applications.
> Tier 1 workflow base for corporate income tax skills serving small, medium, and large companies across jurisdictions.
Genera el código completo de archivos React para corregir errores de ejecución (como propiedades indefinidas), respondiendo siempre en español y sin proporcionar ejemplos…
Match Apple binaries, dSYMs, BCSymbolMaps when applicable, crash reports, IPS logs, panic excerpts, and static-analysis databases by UUID, architecture, load address, and exact…
Unify metrics, logs, and traces for cohesive debugging. Implement exemplars for log-to-trace linking, build unified dashboards using RED/USE methods, and enable rapid root cause…
Deep expertise in cross-asset correlation regimes — how correlations shift across market environments, why diversification fails in crises, and how to identify true diversifiers.
Implement distributed tracing with correlation IDs, trace propagation, and span tracking across microservices.
Automatically validates Cloudflare Workers CORS configuration, ensuring proper headers, OPTIONS handling, and origin validation for cross-origin requests
Debug and fix memory system issues — validate memories, rate quality, manage protection, forget bad memories, and restore from checkpoints.
Deploy rsyslog forwarding drop-ins to configured fleet hosts over SSH. Use when configuring fleet forwarding, repairing missing rsyslog forwarding, or updating forwarding after…
Run a comprehensive cortex health check covering environment, config quality, storage, ports, service status, HTTP health, MCP actions, listener reachability, Docker ingest, and…
Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate.
Tail or follow cortex service logs from Docker Compose. Use when the user asks for cortex service logs, startup logs, crash logs, plugin deployment logs, Docker logs, or follow…
Search and retrieve memories from Cortex persistent memory. Use when the user asks 'what did we decide about X', 'do you remember', 'what was the fix for', 'find that thing…
Search and retrieve global memories — knowledge that applies across all projects. Use when the user asks 'what are our coding standards', 'what conventions do we follow', 'what's…
Re-run the cortex plugin setup hook with the current userConfig and verify the Docker Compose deployment.
Store important decisions, patterns, errors, lessons, and context into Cortex persistent memory. Use when the user says 'remember this', 'save this', 'store this for later', 'note…
Check whether the running cortex Docker container matches the local Compose image. Use when the user asks whether cortex is current, stale, deployed, updated, running the latest…
Use when adding CoSec to a Spring Boot application, choosing WebFlux/WebMVC/Gateway modules, configuring JWT authentication, authorization filters, local policies, Redis policy…
Use when writing, validating, explaining, or debugging CoSec policy JSON, policy statements, ALLOW/DENY rules, action matchers, condition matchers, role-based authorization,…
Configure CosId in Spring Boot applications with cosid-spring-boot-starter. Use when the user works with application.yml, Gradle or Maven dependencies, starter feature variants,…
Futuristic sci-fi aesthetic with dark themes, vibrant neon accents, and immersive spatial elements. — from bergside/awesome-design-skills
Clean Architecture and Cosmic Python guidance for well-tested, layered Python systems. Use for designing Python projects with layered architecture (models, adapters, services,…
การคำนวณบัญชีต้นทุนและการบริหารจัดการสินค้าคงคลัง (FIFO, Weighted Average, EOQ, Reorder Point, Safety Stock) พร้อม Python Implementation
Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching.
Build and debug large codebases with an agent at a fraction of the token/Max cost — without losing productivity. Scope, retrieval, model routing, caching, verification, debugging.
Infrastructure and development cost estimation for technical projects. Use when planning budgets, evaluating build vs buy decisions, or projecting TCO for architecture choices.
Reduces LLM costs and improves response times through caching, model selection, batching, and prompt optimization.
Use when reviewing Kubernetes manifests for cost optimization, resource right-sizing, or identifying over-provisioned workloads. Only triggers when K8s manifests are detected.
Get a help or a second opinion from other agents. Bundle a prompt and a curated file set, then ask other LLMs for advice (debug, refactor, design, ...).