Thank you so very much for your message and I apologize for making such a messy situation. As is quite clear at this point, I do not understand Anki/computers… 
I have added the desired email address to my account and confirmed it - done.
Yes, I confirm that I want you to restore the media deleted from this danc* AnkiWeb account - as long as that means that images will reappear in my Anki Browse window where icons of images currently are, and this will not change anything else about my Anki.
In order to avoid syncing while you do the media restore, do I have to close Anki on my computer? I was using Anki today to study (I did not edit anything on purpose, but I did search for specific cards and read them). If I need to not use Anki at all on my laptop, please let me know when that period of time will start and end.
I don’t understand, but apparently I did something not good with respect to the GB of media I have. I am happy to Delete Unused Media from all 3 accounts once this is sorted out, as long as that means when I click Browse in Anki, the images I see now will not disappear. Is that correct?
I do not know if I have some sort of drive-cleaner utility running on my system, but I’m guessing that I do not because I had my old laptop without any problems with Anki for 3 years, and I am now on a brand new laptop. As for how the files got deleted, I have no idea… I do know that at one point Gemini told me to delete 175,508 files from one place in my file explorer and then had me copy 175,508 (or 175,504 - I forget) files into the place I had just deleted files from. I don’t know…I just don’t know. Now that I know about the AnkiWeb forum, if I ever run into trouble again, I will CERTAINLY reach out for help here instead of trying to fix it myself with AI. I have very much learned my lesson.
Unfortunately I do not know what I previously did regarding the Log Out button. I am sorry, I just don’t know.
When I first asked my question, I did not share the whole story of what happened because I didn’t know which details are relevant (I still don’t) and it’s a really long story. At this point, I don’t want to take any chances, so I am going to write out in detail what happened as I bet you some of it is relevant:
On Thursday night around 9:30pm EST, I did what I do at the end of every night: I clicked Tools > Preferences > Syncing > On next sync, force changes in one direction > Sync > Upload to AnkiWeb.
This whole saga then started on Friday April 24 in the morning when I downloaded a Sketchy Microbiology Anki deck from Reddit. That afternoon around 2pm, I noticed that the imported Anki deck had written over my cards - I was now missing entire cards from my profile. Google told me that deleting the deck I had downloaded that day would not undo the mistake, so I decided to stop my work, write down on a Word document every change I had made in Anki that day, and then clicked File > Switch Profile > Backups > chose the backup from Thursday night around 9:30pm, and said yes I want that backup to overwrite my entire profile.
After I did that, Gemini scared me by insisting that the media may not have been imported via the Backup restoration, and so I should check this by clicking Tools > Check Media, which showed this:
Missing files: 7830
Unused files: 46749
The following files are referenced by cards, but were not found in the media folder:
I clicked Browse and I did not see any of my media missing, but I obviously did not look at the million cards in Anki and so it’s very possible (I’d imagine likely) that a lot of media was indeed missing. I then followed Gemini’s instructions for how to fix this problem (I copy and pasted my conversation with Gemini onto a Word document - please let me know if you need to see it so you know what it had me do). Nothing it suggested worked, and so I kept asking it follow-up questions, and it assured me that all I had to do was just 1 more thing and for sure that would fix it. It had me copying and pasting data that took my computer 2 hours just to transfer. 5 hours later after all its ideas that I attempted, I decided to click Browse and was horrified to see that at some point between 2pm and 7pm, ALL the pictures in the entire Anki profile were missing and had been replaced by the images icon.
At around 7:30pm, I stopped writing to Gemini and decided to repeat what I did at around 2pm: File > Switch Profile > Backups > chose the backup from Thursday night around 9:30pm, and said yes I want that backup to overwrite my entire profile. I thought this would make all my pictures visible again - except the 7830 missing files, but I thought oh well, I give up, I don’t know what else to do at this point. This step seemingly helped nothing - I still had NO pictures at all.
On Saturday night at 9:30pm, I accidentally closed the Anki app on my computer. When I reopened it, it asked me to choose “Upload to AnkiWeb or Download from AnkiWeb.” I waited to ask a friend and then at 11pm I clicked “Download from AnkiWeb.” I stayed up till 1am and in that time it still did not finish “Syncing” - there was a gray spinning wheel next to the word Sync that whole time. I plugged in my laptop and set it to not go to sleep for 5 hours to ensure that the Sync would not get interrupted while I went to sleep.
Sunday morning I woke up to an error message in my Anki: “Connection timed out. Please try again. If you see frequent timeouts, please try a different network connection.” I clicked Browse, saw that all the pictures in Anki were still missing, and clicked Sync which started the spinning grey wheel endlessly all over again. I then suddenly noticed this in the bottom-right corner of my screen, which confused me because I thought I was Syncing Anki, not Onedrive.
I uploaded my transcript with Gemini to ChatGPT and I don’t recall what I did next, but I think it told me to create a “Recovery test profile” and told me look for the media files in certain places, which all showed up empty - I just know that I sent my friend these pictures:
Around the same time, clicking Tools > Check Media yielded this:
Missing Files: 136548
Unusued Files: 0
The following files are referenced by cards, but were not found in the media folder:
Around 11:45am, someone suggested I check AnkiWeb and also that I try using the Anki app on a family member’s computer. I said that it would not help because I was pretty sure that I had already at some point (on Friday, Saturday night, or Sunday) clicked Tools > Preferences > Syncing > On next sync, force changes in one direction > Sync > Upload to AnkiWeb. Nonetheless, I did check AnkiWeb and was shocked to find that A LOT of my pictures were still in AnkiWeb! Not all of them, but a lot of them. Since my laptop was having problems for the last month or two and I had just bought a brand new laptop.
I decided to set up the new laptop, download the Anki app onto it, and log into my danc* account. When it said “Local collection has no cards. Download from AnkiWeb?” I clicked “Yes,” and it started syncing for a long time.
I then stepped away from the laptop for < 5 mins but because it’s a new laptop, it has the settings that it came with out of the box which include the computer going to sleep after just 3 minutes of inactivity, so it went to sleep. I then logged back into my laptop and found that Anki had given me an error message saying there was a network error and it lost connection. So I clicked Sync again and then changed the settings temporarily so that the laptop when plugged in never goes to sleep and Anki did its thing “Syncing.” While it was still in middle of the sync, I clicked Browse and was delighted to see that a lot of my pictures were back! Since the sync was not done, I did not worry that a bunch of pictures were still missing. Around 30 minutes later, out of nowhere, I got another error message in Anki: “A network error occurred. Error details: error sending request for url ().”
I think I then hit Sync one more time, but I’m not sure. What I do know is that 40 minutes after the network error occurred, I tried X’ing out my Anki and instead of closing, it showed this:
I did not click Abort or Close. I let it do its thing for a super long time until it eventually finished.
I do not recall doing anything else after that - I think the sync finally finished and the end result is what I have right now: A lot of pictures are in my Anki, and a lot of pictures are still missing.
I then installed 8 add-ons to my Anki - the 8 that I had on Anki on my old laptop. I then manually added back all my custom colour flags because for some reason those did not transfer over. The data did, meaning when I clicked Browse > prop:cdn:cf=7, Anki still pulled up the correct 173 cards in that flagged deck, but when I’d right-click those cards, no flag would be shown, and the cards had no colour. This matter is now resolved.
P.S. Throughout the last few days, I copy and pasted a bunch of stuff onto an external SSD so that I’d have a backup of things in case I accidentally made anything worse. Here is a screenshot of what I backed up:
P.S.S. While writing you this message, I clicked File > Switch Profile just to see what buttons were then available to click (I did not click any of them) so that I could write this message to you correctly. When I did that, it started Syncing! I did not ask it to Sync! But it did briefly and then it finished. What I just noticed though is that my Onedrive is now syncing too - it looks completely identical to how it looks in the screenshot above. The only difference is that it’s not telling me how many GB it is syncing - it just says “Processing changes.”