this post was submitted on 07 Oct 2025
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yeah sure i'll probably check it out one of these days, but i've never yet seen this technology do the same thing twice when you give it the same input twice....
I haven't seen this to be a problem when you're using it to pull data from existing sources with tools like MCPs. Specifically, the content stays stable even if there are minor presentation variations. That's sufficient to be useful in most scenarios. Like if you get it to pull some JSON from a service and render a table or graph it, the content of the presentation will not change.
When I gave Qwen 2.5 VL Instruct the exact same input twice, it produced the exact same output.