If you're really wanting to do perceptual hash based deduplication, use multiple, heterogeneous hash algorithms (phash, dct hash, mean hash, ...) as it is likely that a given hash algo will happily lossily match with very very different images--but if all hashes match, you're much less likely to have false positives.
(It includes the grandparent's head link suggestion, but it's not just "change .html to .md" because I'm old skool and as a wee nerd was told that URLs ending in .html or .php or whatever we're frowned on, so the above link's markdown is available by appending /index.md )
It's worse: Google added and then dropped even experimental support of jxl in 2021-2022. Several years later they adopted the rust jxl library, but have kept it behind experimental flags.
Nope, current flagship models are very happy to make huge missteps across the whole development stack of design, planning, implementation, and testing -- but playing different models against each other can help catch more egregious issues.
This is a very recent model behavior change: for me, Opus 4.6, Gemini 3.1 Pro, and ChatGPT 5.4(ish) -- prior models and harnesses suffered much more from sycophancy.
(I still prompt some questions and reviews with "our intern suggested..." to allow models to judge the quality of the content apart from the messenger)
I've found this surprisingly effective. Higher "thinking levels" may result in more than one approach being considered, but you can also tell your LLM to do brainstorming explicitly: https://photostructure.com/coding/claude-code-replan/
12 year old me would have sold their skateboard AND their bike to have a magic Patiently Explain Anything And Everything To Me robot instead of the mostly-impenetrable-to-my-tween-brain software engineering books I had access to in my town.
Before anyone downvotes this guy, spend some time on the official Apple support forum.
I can't point at a bug that I've seen addressed in subsequent OS releases.
Seizure-inducing HDMI flickering from Night Shift. Finder Trash not supporting put-back _sometimes_. Printers becoming permanently "paused" sporadically, or worse, very consistently. Mouse lag/stuttering because you used "the wrong USB port." Apple photos libraries corrupting themselves with no recovery paths.
It would be strictly better to just not have the forum, then shouting sorrows into the void would feel more solitary.
I wrote up what I do here: https://photostructure.com/guide/what-do-you-mean-by-dedupli...