self-training is possible when using something external to validate the results
I don't think the cost of hosting the repositories itself is the issue, more the legal problems and the fact that real projects get drowned out by the noise
It seems like the marketing cooperated on writing the incident report, but I felt it was still interesting to share considering the importance on public perception and what it tells about OpenAI's PR strategy
Huggingface actually had to use an open model to analyze the attack because the guardrails of commerical API's caused issues.
When we started the log analysis, we first used frontier models behind commercial APIs. This did not work: the analysis requires submitting large volumes of real attack commands, exploit payloads, and C2 artifacts, and these requests were blocked by the providers' safety guardrails, which cannot distinguish an incident responder from an attacker. We ran the forensic analysis instead on GLM 5.2, an open-weight model, on our own infrastructure. This had a second benefit: no attacker data, and none of the credentials it referenced, left our environment.
And Chinese AI like Deepseek and GLM
It could also be a way to encourage more regulation to push out competition with compliance cost
From my personal experience, most companies don't look at the benchmarks and simply buy "AI" from a company based on their perception of that company.
All the Chinese models are scary and "dangerous", Grok too (but for slightly more legitimate reasons), Meta that's Facebook and everyone knows they're bad at privacy (even your boss), so they end up choosing Microsoft's AI, OpenAI, or Anthropic.
I looked into using homebox myself, but ended up using Grist instead
Also nice to see another nushell user
For anyone interested in how they host it for $0.01/day, it's https://www.nearlyfreespeech.net/
I've also lost my Free-Tier resources, I was barely using it too so I can't imagine it cost much.
Great excuse to show off that beautiful view
qaz
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It seems none of the communities I mod have made the list this time