Projects like this probably need a dedicated noob-fork where 'anything goes', so the noobs feel like they're contributing but where their blast radius is contained.
And once in a blue moon something good comes out of it back to the real project.
Very cool. As a confirmed cheapskate, the first thing I did was check the cheap ones; but I noticed there was no information about the reliability of the providers - how long they were in business, how likely they'd ghost in two months, etc. Not sure if that information is even available or easy to obtain, but having made similar price comparison sites, thought the feedback on what I looked for first might be useful.
It's the first iteration of what will eventually be an on-device Siri/openclaw that not only has full access to your messages/docs/emails/life, but also has live audio access to what's going on around you.
Remember, this is all running via local models on-device.
This is how Siri/openclaw can hear you make plans for lunch, then add it to the calendar before you open your phone.
> similar developments in other scientific domains
The classifier is too strict. It's rare to be able to complete a project without being permanently relegated to Opus. I'd expect that the domains where this accelerates progress will be fairly limited.
It was surprisingly easy for me to be approved in their CVP programme as an independent security researcher, that said, abliterated Qwen3.8-27B model feels better and cheaper.
Not sure to be honest. I have a couple of CVEs and also linked a talk I had presented as it mentioned those as an example. Got approved in a few minutes.
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