knowflow-ai-rag-document-chatbot / docs /production_notes.md
Babu Pallam
Initialize KnowFlow AI project structure and documentation
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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.