Hello, I totally get your frustration. it sounds like you’ve built a really complex system. One approach that can help prevent this kind of data loss is to externalize the memory: instead of relying entirely on ChatGPT to remember everything, keep your frameworks, filters, and key data in a structured document, spreadsheet, or database, and then feed the relevant info to ChatGPT as needed. Another option is to version your prompts and outputs, basically save each iteration of your filters and content so you can always roll back or rebuild if the AI ‘forgets’. This also makes it easier to adapt the system over time without losing work. I’d also be curious if anyone here has successfully combined AI memory features with external tracking tools for complex workflows like this, seems like a great way to ensure nothing ever gets compromised again

Hey! I get what you’re trying to do, that sounds like a super creative way to review books. One thing that might help is to start with a fully editable template in Canva or Figma, then overlay your AI-generated design elements. That way you can tweak fonts, items, and layout without losing editability. Another option is to use AI to generate separate elements (like icons, illustrations, or text blocks) instead of a full card, and assemble them into a template you control. If you want, I can suggest a few free sources for editable recipe-card templates that could work perfectly for your idea.