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skill-tree:ai:6:1:b

AI6.1 Integrating External AI APIs

This skill covers how to incorporate third-party AI services—such as foundation models, transcription engines, and vision APIs—into HPC workflows. It includes authentication, latency handling, and resource-aware integration techniques.

Requirements

  • External: Familiarity with web APIs and basic programming
  • Internal: None

Learning Outcomes

  • Identify common external AI APIs and services (e.g., OpenAI, Hugging Face, Google Vision).
  • Demonstrate secure API integration using authentication methods like OAuth or API keys.
  • Handle latency, rate limits, and failures in long-running HPC jobs using retry/backoff strategies.
  • Apply methods for data formatting and streaming between HPC systems and external APIs.
  • Evaluate trade-offs between in-house models and external service integration.

Caution: All text is AI generated

skill-tree/ai/6/1/b.txt · Last modified: 2025/11/05 11:30 by 127.0.0.1