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