Scans a codebase and config for 24 production readiness items and produces a scored report. Use when the user asks to check production readiness, audit for prod, review…
Apply conservative production safety rules for this homelab. Use when work may affect live systems, Home Assistant, Docker apps, backups, secrets, or infrastructure; when deciding…
Plan, execute, and validate production deployments when rollout safety, health checks, observability, rollback, or production-parity verification is required.
End-to-end production engineering workflows that encode the complete software development lifecycle into repeatable, quality-gated agent commands.
strategies for building automated CI/CD pipelines for agents. Use this to implement "shift left" testing, staged validation, and evaluation-gated deployments.
Protokol tingkat lanjut untuk sinkronisasi Staging ke Main (Production), penyelesaian konflik otomatis, dan manajemen deployment aman.
Cria arquivos de instrução no estilo "professor pessoal" para estudar um tópico técnico ou conceitual.
Argo Rollouts patterns for canary and blue/green deployments — traffic splitting, automated analysis with Prometheus metrics, rollback triggers, and GitOps integration.
Run the full design-to-deploy pipeline using 3 AIs (Claude + Codex + Gemini). Use when starting a new feature, running /project, or needing end-to-end development with…
Use when setting up CI/CD for projects - covers Makefile, GitHub Actions, semantic versioning, Docker images, multi-platform binaries, Node runtime-bundled tarballs and…
Используй этот скилл при работе с инфраструктурой Atome Studio — Docker, Docker Compose, CI/CD, GitHub Actions, деплой, окружения, мониторинг, переменные окружения, Dockerfile,…
OCI artifact promotion pipeline from PR merge through integration validation to live deployment.
Implement Terraform Provider actions using the Plugin Framework. Use when developing imperative operations that execute at lifecycle events (before/after create, update, destroy).
Create, update, and review Terraform provider documentation for Terraform Registry using HashiCorp-recommended patterns, tfplugindocs templates, and schema descriptions.
Implement Terraform Provider resources and data sources using the Plugin Framework. Use when developing CRUD operations, schema design, state management, and acceptance testing…
用 winkops 的 provision 按声明式 stack 初始化/收敛单台服务器的环境（安装 node/jdk/python/docker/nginx/redis/mysql，并守护式写配置文件）。当用户要「初始化服务器环境 / 装运行时或中间件 / 配置 stack / 下发 nginx/redis/mysql 配置文件 /…
Cloud-Infrastruktur mit Terraform bereitstellen und verwalten — mit HCL-Modulen, Remote-State-Backends, Workspaces und Plan/Apply-Workflow.
Provision a new SoSafe Kubernetes service across Terraform, Helm, and ArgoCD repos with Jira ticket creation, grouped requirement intake, PR creation, and deployment runbook.
Guides initial CockroachDB cluster provisioning and production deployment. Self-Hosted covers cockroach start/init, Kubernetes deployment (Operator, Helm), hardware sizing, and…
Manage the Matrix/Virgo-Core Proxmox VE cluster (nodes Foxtrot, Golf, Hotel - MINISFORUM MS-A2 with AMD Ryzen 9 9955HX).
Use this when: set up a homelab Kubernetes cluster, create a VM from a template, my K3s node won't join, set up GPU passthrough, automate VM provisioning with cloud-init, my IOMMU…
Use when the user mentions Proxmox, PVE, Talos, annarchy.net, fleet-infra, pve01/pve02/pve03, staging cluster, production cluster, or asks to "spin up staging", "tear down…
Use when working on PSC Bridges-2 — SSH/login to bridges2.psc.edu, SLURM job submission (sbatch, srun, interact), partitions (RM, RM-shared, RM-512, EM, GPU, GPU-shared, ROBO…
Forces exhaustive problem-solving using corporate PUA rhetoric and structured debugging methodology. MUST trigger when: (1) any task has failed 2+ times or you're stuck in a loop…
Use when provisioning cloud infrastructure with Pulumi using TypeScript or Python. Covers AWS, GCP, Azure resources, stacks, state management, and component resources as…
Generates Pulumi infrastructure-as-code stacks in TypeScript and Python using @pulumi/aws, @pulumi/azure-native, and @pulumi/gcp SDKs.
Creates Pulumi infrastructure-as-code projects in Python, defines cloud resources (AWS, Azure, GCP), configures ESC environments for secrets management, sets up OIDC…
Use when managing multiple environments with Pulumi stacks for development, staging, and production deployments.
Migrate Terraform/OpenTofu projects to Pulumi, including translating HCL source code and/or importing Terraform state into a Pulumi stack.
Build and release pipeline for the Pump SDK — tsup TypeScript builds, Cargo release profiles, semantic release with commitizen, npm publishing, linting, Makefile targets, Vercel…
Build → tag → smoke-test → push Docker image ของ smlnesservice ขึ้น Docker Hub (default: neverliken/smlnesservice).
Uploads a drafted User Story or Technical Story to Azure DevOps as a work item, populating Title, Description, Acceptance Criteria, Story Points, Priority, and optionally linking…
Deploy Flask server to remote machine (185.96.221.52). Stops remote server, copies files via scp, restarts server, and verifies.
Expert operator of the SQL-FS Python SDK (`sqlfs` package). Use when interacting with a live SQL-FS deployment from Python: auth bootstrap, creating sandboxes, ingesting code,…
Read-only first troubleshooting workflow for Python project deployments, including systemd startup failures, dependency issues, encoding problems, permissions, proxy setup, and…
Pyxel retro game engine patterns - pixel art, game loops, sprite/tilemap, MML audio, resource management, and web deployment
Parallel validation deployment. Spawn 8+ QA agents to run tests, builds, lints, and health checks simultaneously. Zero marginal wall-clock cost.
Run pre-deploy quality control check for a standard-tier Firefly client site. Use when the site is nearing completion and needs a final review before deployment.
Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option',…
Review and resolve PR issues with Qodo - get AI-powered code review issues and fix them interactively (GitHub, GitLab, Bitbucket, Azure DevOps)
Comprehensive guide for developing cross-platform desktop applications with Qt in C++, including Qt5/Qt6, CMake, signals/slots, widgets, QML, threading, and deployment.
Generate comprehensive quality report with metrics and verification. Produces final CHAPTER_XX_VERIFICATION.md and quality_metrics.json for deployment approval.
Quantize a trained model to INT8 or INT4 for inference, calibrate the ranges, and gate the release on a measured quality regression.
Export a promoted fine-tuned model in the right deployment format — merged safetensors, LoRA-only, GGUF with imatrix, or FP8.
Promote a previously validated deployment to production without re-running tests. Salesforce honors a quick-deploy of any validated deploy ID within 4 days, skipping the test…
QuickNode deploy integration — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Inspect GitHub Actions self-hosted runner queues when a developer provides a run URL, job URL, runner label, or reports a blocked CI job, or invokes /qv-devops-runner-queue.
Triages failed Railway deployments for this multi-client monorepo using GitHub PR checks and the Railway CLI, mapping check names like talentco-api to the correct project and…
Indie-friendly cloud deployment on Railway, Render, and Fly.io with autoscaling and cost optimization.
Ramp deploy integration — corporate card and expense management API integration. Use when working with Ramp for card management, expenses, or accounting sync.
Production-ready persistent rate limiting for Next.js APIs using PostgreSQL/Supabase with atomic counters, automatic fallback, and zero cold-start issues.
Root cause analysis techniques for modern distributed systems, microservices, and cloud infrastructure.
Telegram-specific implementation for reading recent conversation history. Only use when the deployment is known to use telegram (e.g.
Generates a green/amber/red deployment readiness assessment for an AI Persona using the 8-checkpoint scorecard.
Get the code ready for deployment by running the project's test, lint, and build commands in order, fixing any issues that arise and rerunning each command until it passes before…
Deep release-readiness gate for a single letterbox service — checks CI green, contracts in sync, deploy-order prereqs satisfied, feature toggle present, and unpushed work vs the…
Rechtstexte-Versionierung Deployment: prüft die einschlägigen Voraussetzungen, Dokumente, Risiken und Ausnahmen.
Rechtstexte-Versionierung Deployment: prüft die einschlägigen Voraussetzungen, Dokumente, Risiken und Ausnahmen.
Orchestrate the complete implementation lifecycle from requirements to deployment
RecordType ID differences across orgs: dynamic lookup via Schema.SObjectType methods, DeveloperName for stable refs, hard-coded ID anti-patterns, record-type caching, deployment…