Video detection in ReadSeek will be based on a storyboard.
Qwen3-VL-2B processes only images; it does not understand videos. In other words, a video must translated into a meaningful set of images.
A storyboard is a tiled composite image generated from a fixed number of down-scaled video frames. Let’s mark this with N, and further constrain that N>2.
Algorithm:
Note that timestamps positions form a O(2^N) problem as the timestamps affect each other as a system.
This idea could be taken out of the domain to an imaginary movie studio. What if you wanted back-engineer a storyboard to already shot material? A previous might be lost, or sometimes might not even exist.
Figuring out the answer to this question provides an optimal answer to the problem in my original domai
@lwn
This incredible loss of an amazing life is our reminder to do more to look out for each other. Depression sucks. Depression lies. And this society (and that means WE, ALL OF US) still puts a major stigma on acknowledging depression.
I take meds every day to deal with depression. And as Catherine says in her facebook post, depression "can not be treated with meds alone".
We need to acknowledge and talk about this being another illness. One that is mostly treatable. And best addressed by talking about it, being honest about it, and supporting the ones who suffer from it.
If you feel down, find someone to talk to. I don't care if we are friends or not, if I know you or not. If you need someone to talk to, reach out. @dnd.99 on Signal. Talk to me. Talk to someone. Don't give up.