We have had the great pleasure to be working with OpenAI InPaint and DALL·E 1 for many months, and thought it would be constructive to document some techniques, ideas and reflections that have been raised through exploring these remarkable tools in honor of the announcement and warranted public excitement around DALL·E 2.