knowflow-ai-rag-document-chatbot / docs /production_notes.md
Babu Pallam
Initialize KnowFlow AI project structure and documentation
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A newer version of the Streamlit SDK is available: 1.58.0

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Production Notes

Secrets

Real API keys must never be committed to GitHub.

Use:

  • .env locally
  • Hugging Face Secrets for Spaces
  • Cloud secret managers in production

Generated Files

Do not commit:

  • vector_db/
  • outputs/
  • logs/
  • .env

Monitoring

A production RAG app should log:

  • user question
  • model name
  • prompt version
  • retrieved source chunks
  • latency
  • error type
  • token usage if available

Safety

The model should answer only from retrieved context unless explicitly configured otherwise.

Evaluation

Maintain test questions with expected answers and expected sources.