# Future integration checklist

This is a content package. It has not changed the Aabha website, VPS, browser lab, learner accounts or course completion system.

Before publication:
- Confirm Aabha course title, placement, pricing/access policy and approved publication scope
- Preserve the ordered lesson sequence and separate solution reveal
- Confirm platform code execution supports the exact Python dependencies; otherwise retain the documented local route
- Test all navigation, downloadable files, diagrams and code blocks on target desktop and phone browsers
- Test keyboard and screen-reader reading order; check mobile zoom, code scrolling, contrast and captions
- Preserve canonical source/validation dates, synthetic-data notice, API version distinctions and evaluation limitations
- Run a beginner pilot, collect consented feedback and revise time/pass claims appropriately
- Check each learner exercise is assessed from the learner's source, not reference outputs
- Keep the final-test reveal separate from development tasks and explain transparent-file limitations
- Verify deep-learning prerequisites point here rather than duplicating the entire evaluation course
- Obtain explicit publication approval and verify live results only after authorized integration