Training Export Module

Location: /opt/mcp-servers/shared/training_helper.py

Core Functions:

1. export_kb_training(kb_id)
2. Walk KB tree, create Q&A for each node
3. 'What is [title]?' → '[content]'

4. 'What are the sections of [parent]?' → '[children list]'

5. export_context_training()

6. Convert Context entries to training pairs

7. 'What is [key]?' → '[value]'

8. export_documents_training(doc_ids)

9. Parse documents into Q&A pairs

10. Extract key facts, procedures, policies

11. export_track_training()

12. Convert workflows into instruction pairs

13. 'How do I [task type]?' → '[workflow pattern]'

14. generate_dataset(output_path)

15. Combine all sources into JSONL

16. Deduplicate, validate, quality check

17. validate_dataset(path)

18. Check format correctness
19. Identify duplicates
20. Score quality