vastai-pack

Configure Vast.ai GPU cloud across dev, staging, and production environments. Use when isolating GPU pools per team, managing API key separation by env, or implementing spending controls per deployment tier. Trigger with phrases like "vastai environments", "vastai staging", "vastai dev prod", "vastai multi-env".

Monitor Vast.ai GPU instance health, utilization, and costs. Use when setting up monitoring dashboards, configuring alerts, or tracking GPU utilization and spending. Trigger with phrases like "vastai monitoring", "vastai metrics", "vastai observability", "monitor vastai", "vastai alerts".

Optimize Vast.ai GPU instance selection, startup time, and training throughput. Use when optimizing instance selection, reducing startup latency, or maximizing GPU utilization on rented hardware. Trigger with phrases like "vastai performance", "optimize vastai", "vastai slow", "vastai gpu utilization", "vastai throughput".

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", "vastai go-live", "vastai launch checklist".

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 retry", "vastai backoff".

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", "vastai design pattern", "vastai project structure", "vastai ml pipeline".

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 practices", "vastai code patterns", "idiomatic vastai".

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 vastai", "vastai API key security", "vastai ssh security".

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", "update vastai CLI".

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 monitoring", "vastai status changes", "vastai lifecycle events".

Configure Vast.ai CI/CD integration with GitHub Actions and automated GPU testing. Use when setting up automated testing on GPU instances, or integrating Vast.ai provisioning into CI/CD pipelines. Trigger with phrases like "vastai CI", "vastai github actions", "vastai automated testing", "vastai pipeline".

Diagnose and fix Vast.ai common errors and exceptions. Use when encountering Vast.ai errors, debugging failed instances, or troubleshooting GPU rental issues. Trigger with phrases like "vastai error", "fix vastai", "vastai not working", "debug vastai", "vastai instance failed".

Execute Vast.ai primary workflow: GPU instance provisioning and job execution. Use when renting GPUs for training, searching offers by price and specs, or managing the full instance lifecycle from search to teardown. Trigger with phrases like "vastai rent gpu", "vastai training job", "vastai provision instance", "run job on vastai".

Execute Vast.ai secondary workflow: multi-instance orchestration, spot recovery, and cost optimization. Use when running distributed training, handling spot preemption, or optimizing GPU spend across multiple instances. Trigger with phrases like "vastai distributed training", "vastai spot recovery", "vastai multi-gpu", "vastai cost optimization".

Optimize Vast.ai GPU cloud costs through smart instance selection and lifecycle management. Use when analyzing GPU spending, reducing training costs, or implementing budget controls for Vast.ai workloads. Trigger with phrases like "vastai cost", "vastai billing", "reduce vastai costs", "vastai pricing", "vastai budget".

Manage training data and model artifacts securely on Vast.ai GPU instances. Use when transferring data to instances, managing checkpoints, or implementing secure data lifecycle on rented hardware. Trigger with phrases like "vastai data", "vastai upload data", "vastai checkpoints", "vastai data security", "vastai artifacts".

Collect Vast.ai debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information for Vast.ai problems. Trigger with phrases like "vastai debug", "vastai support bundle", "collect vastai logs", "vastai diagnostic".

Deploy ML training jobs and inference services on Vast.ai GPU cloud. Use when deploying GPU workloads, configuring Docker images, or setting up automated deployment scripts. Trigger with phrases like "deploy vastai", "vastai deployment", "vastai docker", "vastai production deploy".

Implement team access control and spending governance for Vast.ai GPU cloud. Use when managing multi-team GPU access, implementing spending controls, or setting up API key separation for different teams. Trigger with phrases like "vastai team access", "vastai RBAC", "vastai enterprise", "vastai spending controls", "vastai permissions".

Rent your first GPU instance on Vast.ai and run a workload. Use when starting a new Vast.ai integration, testing your setup, or learning basic Vast.ai GPU rental patterns. Trigger with phrases like "vastai hello world", "vastai example", "vastai quick start", "rent first gpu", "vastai first instance".

Execute Vast.ai incident response for GPU instance failures and outages. Use when responding to instance failures, investigating training crashes, or handling spot preemption emergencies. Trigger with phrases like "vastai incident", "vastai outage", "vastai down", "vastai emergency", "vastai instance failed".

Install and configure Vast.ai CLI and REST API authentication. Use when setting up a new Vast.ai integration, configuring API keys, or initializing Vast.ai GPU cloud access in your project. Trigger with phrases like "install vastai", "setup vastai", "vastai auth", "configure vastai API key", "vastai gpu setup".

Configure Vast.ai local development with testing and fast iteration. Use when setting up a development environment, testing instance provisioning, or building a fast iteration cycle for GPU workloads. Trigger with phrases like "vastai dev setup", "vastai local development", "vastai dev environment", "develop with vastai".

Migrate GPU workloads to or from Vast.ai, or between GPU providers. Use when switching from AWS/GCP/Azure GPU instances to Vast.ai, migrating between GPU types, or re-platforming ML infrastructure. Trigger with phrases like "migrate to vastai", "vastai migration", "switch to vastai", "vastai from aws", "vastai from lambda".