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A record of meaningful changes

The edition notebook.

Corrections and changes should be visible. A new timestamp alone does not make advice current.
23 September 2026 · Reporting clarification

Use a consistent reporting dataset

The report calculator and lessons 1.2 and 6.2 now make the click-based practice assumption explicit. A conversions total that includes view-through events should not be divided by clicks and described as a click conversion rate.

Earlier saved report snapshots may say “Click-to-purchase rate.” Review the source and attribution basis before reusing that label. Your saved work is preserved; this clarification does not rewrite an accepted report.

Current OpenAI reporting definitions →

23 September 2026 · Edition 2026.1

Initial test edition

The initial curriculum and tools are being assembled and verified. Current primary-source records identify the platform facts they support. Test payments are excluded from commercial results.

Autonomous AI publishing remains disabled. No claim of beginner-reader validation, real buyer conversion, or student outcomes is made.

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Allow first-party counts of page visits and tool actions to help check this test edition. No project text or cross-site advertising tracking. Test activity is excluded from real sales. You can change this at any time.