Is AIR the right platform for photo management app?

I need to build a web-enabled photo management app with the following features:
server sign-in and authentication
photos fetched from server via REST API/XML
tag, rate (i.e. 1-5 stars), and edit properties for photos, with data updated on or sync-ed with server
all the RIA UI goodies, like multi-select, drag/drop, AJAX-style auto-complete, overlay icons on thumbs,
all the photo management goodies, like fast scrolling, histograms, resizeable thumbnail
able to handle 1000s of photos in 1 album (server is on a local LAN)
One key issue is how the platform loads an album with 1000s of photos in the background, and scrolls through pages of thumbnails. I tried before to build this in Java and all the threading issues were too much for me.
I have good experience with CakePHP & MySQL and some experience with Java, but I am resigned to learning a new platform/libs. I just need to know where to invest my learning time.
Can some experienced users pipe in on whether AIR the right platform for me to build on? Should I use Javascript etc, or learn Flex?
Is there anything out there I could just build on? I'm also considering building on Yahoo YUI or Google GWT as an alternative.
thx.
m.

Let me clarify the issue of 1000s of photo. I the app would need to load thumbnails for 1000s of photos, but only open the full size photo when the thumbnail is clicked. probably 120px max dimension, pre-rendered on the server. I have tried to open 1000 thumbs in a plain html page, and the photos come quickly - as if from the local file system - but it does seem to slow the UI until everything is loaded.
Is there a way for AIR to load the thumbnails is the current "view port" immediately, and the rest in the background? YUI has an imageLoader class that does something like this. Could I use this within AIR?
The other requirement is to manage a DB of tags ratings, and other attributes for the photos, but I can't imagine that is a big challenge. right?

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