Using production providers, prompts or indexes casually in test environments creates risk and weakens release discipline.
FOUNDATIONADVANCED LLMOPS
Separate AI Environments
AI environments should isolate development, evaluation, staging and production models, data and credentials.
Staging uses separate provider credentials, synthetic test data and a representative but non-production RAG index.
Are environment boundaries real at the data, credential and model-policy layers?
REMEMBERAI environments need isolation beyond application namespaces.
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