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…
Confirm the live Skillz Forge GitHub Pages site matches the last successful deploy run, independent of whether the last deploy-pages.yml run happened to report success.
Deploy the dispatcher PCF for a third-party `.ppmplugin` control to a Power Platform environment via `pac pcf push`.
Skill for the publishing infrastructure module providing academic publishing workflows including BibTeX CLI citation generation, APA/MLA citation helper functions, DOI management,…
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',…
QECTOR deployment modes, security posture, and the production checklist. Covers the six deployment modes (manual 24, Table 24.1), the production checklist (manual 24.1, 10 items),…
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.
Query work items and pull requests from an Azure DevOps organization. Use when asked to pull tickets, stories, support requests, PRs, or activity summaries from Azure DevOps.
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…
devops role template (WaveX-authored, derived from session 2026-05-05/06 patterns)
Detailed container and Kubernetes pack for cluster misconfiguration, pod abuse, and breakout paths.
รีแฟกเตอร์และสร้าง Dockerfile ที่พร้อม production ตามแนวทาง best practice ด้าน security, performance และ efficient build caching ใช้ skill นี้ทันทีเมื่อผู้ใช้แชร์หรือขอสร้าง…
Uses helm-docs to rebuild Helm chart documentation from Chart.yaml, values.yaml, and inline comments so README files stay aligned with the actual chart.
Automatically manage regression test baseline lifecycle triggered by releases, deployments, and quality gates
Set up a complete deployment configuration — Dockerfile, deployment manifest, environment config, and rollback procedure.
Build production-ready Dockerfiles with multi-stage builds, security hardening, and docker-compose for local dev.
Use ONLY when verification passed AND operator explicitly says "prepare deploy" / "draft deploy" / "ship it"; drafts deploy handoff, captures deploy hash + probes + smoke, advises…
Reference for reducing deployment risk (canary releases, feature flags, rollback strategy) and for the human factors of incident response — the psychological realities of being…
Standardize release approvals with GitHub-aware checklists and deployment gate validation
Build production-ready systems with stability patterns: circuit breakers, bulkheads, timeouts, and retry logic.
Plan, audit, and execute release and launch readiness for software, games, websites, products, campaigns, and public launches.
Provides release management strategies including deployment patterns, version control, and rollback procedures.
Use when the user asks to plan releases, manage changelogs, coordinate deployments, create release branches, or automate versioning.
Design a pre-deploy release and rollout strategy for a change: pick the rollout pattern (feature flag, canary, blue-green, or full progressive delivery) by risk and infra, then…
Version management, release verification, and deployment procedures for software releases. Includes semver guidance, version consistency checks, and platform-specific constraints.