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i wonder what is the captcha equivalent of ai bots? ask about taboo topics to rule out commercial models and ask about specific reasoning questions that trip ai like walking vs driving to car wash? or your own set?

i am looking for something like this but for a cheap used phones i can give to kids without internet that has all the books, offline maps, wikipedia and some basic llm. They would have complete environment to explore depending on their curiosity.Is there something like this? otherwise i am thinking of creating my own collection and opensourcing it.

Kiwix, maybe Kolibri? If up for tinkering, maybe something like Internet in a Box (can be done through Tmux+Proot-distro)

https://kiwix.org/en/

https://learningequality.org/kolibri/

https://internet-in-a-box.org/


impressive, i wish someone takes a stab at using this technique on mobile gpu's even if it does not use storage it would still be a win. I am running llama.cpp on adreno 830 with oepncl and i am getting pathetic 2-3t/s for output tokens

do you use same accounts? how do you make sure that chatgpt/gemini etc. dont personalize the queries when used with same account?Also responses change based on location and ip(residetial ip's are treated differently)

Indeed, what is worse is expectation created by rich people that whatever little value you did create should be given away for free! I see it frequently on HN with product launches where people are demanding product to be opensource with liberal license which effectively means it should be free.


nice project but it would be good if you can make other codecs like h.264 etc. optional it will increase its adoption and help in battle testing entire framework.


Thanks for the suggestion. H.264 Baseline/High profile patents are largely expiring between 2027–2028, with a few stragglers potentially lasting until 2030. We're tracking this closely — once the patent landscape is clear, we plan to offer H.264/H.265 as an optional feature. In the meantime, AV1 matches or exceeds H.265 in compression efficiency, so for greenfield projects there's little reason to reach for the legacy codecs.


problem is users will still have files in mp4+h264 combo we cannot dictate that but i think i can workaround that by using system default codecs via other library.


EasyAnalytica.com It lets you view all your dashboards in one place. Dashboard creation is a 3 step away, point to a file, confirm ds, choose template and done. Supports csv/json files, locl/remote url, Google sheets and api's with bearer auth.

i have also started experimenting with qwen3.5 0.8B model, my goal is to create agents with small models that are as robust as their commercial counterparts for specialized tasks. currently trying it for file editing.


i tried 0.8b and for its size it was surprisingly usable, i tried 397b model on lmarena but it was nowhere near even sonnet.


wow this will gel very well with my current project. Main hurdle i was facing was connecting with individual services via google oauth to get the data.


and they say its not a bubble! we saw it with oracle deal, big announcement and than nothing, same with nvidia and now same thing is going again i hpe this is cash infusion and not some credit deal.


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