Diagnose and fix Vast.ai common errors and exceptions. Use when encountering Vast.ai errors, debugging failed requests, or troubleshooting integration issues. Trigger with phrases like "vastai error", "fix vastai", "vastai not working", "debug vastai".
Implement Vast.ai rate limiting, backoff, and idempotency patterns. Use when handling rate limit errors, implementing retry logic, or optimizing API request throughput for Vast.ai. Trigger with phrases like "vastai rate limit", "vastai throttling", "vastai 429", "vastai retry", "vastai backoff".
Apply production-ready Vast.ai SDK patterns for TypeScript and Python. Use when implementing Vast.ai integrations, refactoring SDK usage, or establishing team coding standards for Vast.ai. Trigger with phrases like "vastai SDK patterns", "vastai best practices", "vastai code patterns", "idiomatic vastai".
Configure Vast.ai CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Vast.ai tests into your build process. Trigger with phrases like "vastai CI", "vastai GitHub Actions", "vastai automated tests", "CI vastai".
Execute Vast.ai primary workflow: Core Workflow A. Use when implementing primary use case, building main features, or core integration tasks. Trigger with phrases like "vastai main workflow", "primary task with vastai".
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Build production agent workflows with empirical verification - Complete teaching system with guides, diagrams, and working examples.
→ Start Here: 5-Minute Introduction | → Visual Architecture Map | → System Summary
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Guides (90+ pages) |
Reference Implementation |
What you'll learn: Turn "LLM analyzed my code" into "LLM + script verified with evidence" - The pattern for production-ready agent systems.
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