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Execute Vast.ai production deployment checklist for GPU workloads. Use when deploying training pipelines to production, preparing for large-scale GPU jobs, or auditing production readiness. Trigger with phrases like "vastai production", "deploy vastai",…
原文语言：英语
Handle Vast.ai API rate limits with backoff and request optimization. Use when encountering 429 errors, implementing retry logic, or optimizing API request throughput. Trigger with phrases like "vastai rate limit", "vastai throttling", "vastai 429", "vastai…
原文语言：英语
Implement Vast.ai reference architecture for GPU compute workflows. Use when designing ML training pipelines, structuring GPU orchestration, or establishing architecture patterns for Vast.ai applications. Trigger with phrases like "vastai architecture",…
原文语言：英语
Apply production-ready Vast.ai SDK patterns for Python and REST API. Use when implementing Vast.ai integrations, refactoring SDK usage, or establishing coding standards for GPU cloud operations. Trigger with phrases like "vastai SDK patterns", "vastai best…
原文语言：英语
Apply Vast.ai security best practices for API keys and instance access. Use when securing API keys, hardening SSH access to GPU instances, or auditing Vast.ai security configuration. Trigger with phrases like "vastai security", "vastai secrets", "secure…
原文语言：英语
Upgrade Vast.ai CLI, migrate API versions, and handle breaking changes. Use when upgrading vastai CLI, detecting deprecations, or migrating between API versions. Trigger with phrases like "upgrade vastai", "vastai migration", "vastai breaking changes",…
原文语言：英语
Build event-driven workflows around Vast.ai instance lifecycle events. Use when monitoring instance status changes, implementing auto-recovery, or building event-driven GPU orchestration. Trigger with phrases like "vastai events", "vastai instance…
原文语言：英语
Advanced debugging for hard-to-diagnose Vercel issues including cold starts, edge errors, and function tracing. Use when standard troubleshooting fails, investigating intermittent failures, or preparing evidence for Vercel support escalation. Trigger with…
原文语言：英语
Choose and implement Vercel architecture blueprints for different scales and use cases. Use when designing new Vercel projects, choosing between static, serverless, and edge architectures, or planning how to structure a multi-project Vercel deployment.…
原文语言：英语
Configure Vercel CI/CD with GitHub Actions, preview deployments, and automated testing. Use when setting up automated deployments, configuring preview bots, or integrating Vercel into your CI pipeline. Trigger with phrases like "vercel CI", "vercel GitHub…
原文语言：英语
Diagnose and fix common Vercel deployment and function errors. Use when encountering Vercel errors, debugging failed deployments, or troubleshooting serverless function issues. Trigger with phrases like "vercel error", "fix vercel", "vercel not working",…
原文语言：英语
Optimize Vercel costs through plan selection, function efficiency, and usage monitoring. Use when analyzing Vercel billing, reducing function execution costs, or implementing spend management and budget alerts. Trigger with phrases like "vercel cost", "vercel…
原文语言：英语
Implement data handling, PII protection, and GDPR/CCPA compliance for Vercel deployments. Use when handling sensitive data in serverless functions, implementing data redaction, or ensuring privacy compliance on Vercel. Trigger with phrases like "vercel data",…
原文语言：英语
Collect Vercel debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information for Vercel problems. Trigger with phrases like "vercel debug", "vercel support…
原文语言：英语
Deploy and manage Vercel production deployments with promotion, rollback, and multi-region strategies. Use when deploying to production, configuring deployment regions, or setting up blue-green deployment patterns on Vercel. Trigger with phrases like "deploy…
原文语言：英语
Create and manage Vercel preview deployments for branches and pull requests. Use when deploying a preview for a pull request, testing changes before production, or sharing preview URLs with stakeholders. Trigger with phrases like "vercel deploy preview",…
原文语言：英语
Build and deploy Vercel Edge Functions for ultra-low latency at the edge. Use when creating API routes with minimal latency, geolocation-based routing, A/B testing, or authentication at the edge. Trigger with phrases like "vercel edge function", "vercel edge…
原文语言：英语
Configure Vercel enterprise RBAC, access groups, SSO integration, and audit logging. Use when implementing team access control, configuring SAML SSO, or setting up role-based permissions for Vercel projects. Trigger with phrases like "vercel SSO", "vercel…
原文语言：英语
Create a minimal working Vercel deployment with a serverless API route. Use when starting a new Vercel project, testing your setup, or learning basic Vercel deployment and API route patterns. Trigger with phrases like "vercel hello world", "vercel example",…
原文语言：英语
Vercel incident response procedures with triage, instant rollback, and postmortem. Use when responding to Vercel-related outages, investigating production errors, or running post-incident reviews for deployment failures. Trigger with phrases like "vercel…
原文语言：英语
Install Vercel CLI and configure API token authentication. Use when setting up Vercel for the first time, creating access tokens, or initializing a project with vercel link. Trigger with phrases like "install vercel", "setup vercel", "vercel auth", "configure…
原文语言：英语
Identify and avoid Vercel anti-patterns and common integration mistakes. Use when reviewing Vercel code for issues, onboarding new developers, or auditing existing Vercel deployments for best practice violations. Trigger with phrases like "vercel mistakes",…
原文语言：英语
Load test and scale Vercel deployments with concurrency tuning and capacity planning. Use when running performance tests, planning for traffic spikes, or optimizing serverless function scaling on Vercel. Trigger with phrases like "vercel load test", "vercel…
原文语言：英语
Configure Vercel local development with vercel dev, environment variables, and hot reload. Use when setting up a development environment, testing serverless functions locally, or establishing a fast iteration cycle with Vercel. Trigger with phrases like…
原文语言：英语
Migrate to Vercel from other platforms or re-architecture existing Vercel deployments. Use when migrating from Netlify, AWS, or Cloudflare to Vercel, or when re-platforming an existing Vercel application. Trigger with phrases like "migrate to vercel", "vercel…
原文语言：英语
Configure Vercel across development, preview, and production environments with scoped secrets. Use when setting up per-environment configuration, managing environment-specific variables, or implementing environment isolation on Vercel. Trigger with phrases…
原文语言：英语
Set up Vercel observability with runtime logs, analytics, log drains, and OpenTelemetry tracing. Use when implementing monitoring for Vercel deployments, setting up log drains, or configuring alerting for function errors and performance. Trigger with phrases…
原文语言：英语
Optimize Vercel deployment performance with caching, bundle optimization, and cold start reduction. Use when experiencing slow page loads, optimizing Core Web Vitals, or reducing serverless function cold start times. Trigger with phrases like "vercel…
原文语言：英语
Implement lint rules, CI policy checks, and automated guardrails for Vercel projects. Use when setting up code quality rules, preventing secret exposure, or enforcing deployment policies for Vercel applications. Trigger with phrases like "vercel policy",…
原文语言：英语
Vercel production deployment checklist with rollback and promotion procedures. Use when deploying to production, preparing for launch, or implementing go-live and instant rollback procedures. Trigger with phrases like "vercel production", "deploy vercel…
原文语言：英语
Handle Vercel API rate limits, implement retry logic, and configure WAF rate limiting. Use when hitting 429 errors, implementing retry logic, or setting up rate limiting for your Vercel-deployed API endpoints. Trigger with phrases like "vercel rate limit",…
原文语言：英语
Implement a Vercel reference architecture with layered project structure and best practices. Use when designing new Vercel projects, reviewing project structure, or establishing architecture standards for Vercel applications. Trigger with phrases like "vercel…
原文语言：英语
Implement reliability patterns for Vercel deployments including circuit breakers, retry logic, and graceful degradation. Use when building fault-tolerant serverless functions, implementing retry strategies, or adding resilience to production Vercel services.…
原文语言：英语
Production-ready Vercel REST API patterns with typed fetch wrappers and error handling. Use when integrating with the Vercel API programmatically, building deployment tools, or establishing team coding standards for Vercel API calls. Trigger with phrases like…
原文语言：英语
Apply Vercel security best practices for secrets, headers, and access control. Use when securing API keys, configuring security headers, or auditing Vercel security configuration. Trigger with phrases like "vercel security", "vercel secrets", "secure vercel",…
原文语言：英语
Upgrade Vercel CLI, Node.js runtime, and Next.js framework versions with breaking change detection. Use when upgrading Vercel CLI versions, migrating Node.js runtimes, or updating Next.js between major versions on Vercel. Trigger with phrases like "upgrade…
原文语言：英语
Implement Vercel webhook handling with signature verification and event processing. Use when setting up webhook endpoints, processing deployment events, or building integrations that react to Vercel deployment lifecycle. Trigger with phrases like "vercel…
原文语言：英语
Advanced Windsurf debugging for hard-to-diagnose IDE, Cascade, and indexing issues. Use when standard troubleshooting fails, Cascade produces consistently wrong output, or investigating deep configuration problems. Trigger with phrases like "windsurf deep…
原文语言：英语
Choose workspace architectures for different project scales in Windsurf. Use when deciding how to structure Windsurf workspaces for monorepos, multi-service setups, or polyglot codebases. Trigger with phrases like "windsurf workspace strategy", "windsurf…
原文语言：英语
Integrate Windsurf Cascade workflows into CI/CD pipelines and team automation. Use when automating Cascade tasks in GitHub Actions, enforcing AI code quality gates, or setting up Windsurf config validation in CI. Trigger with phrases like "windsurf CI",…
原文语言：英语