Oh wow - seeing my own work in the wild is ... wild. I implemented the RAS end of this for Atlassian. There will certainly be iterations around this flow - CIMD, better tenancy support, etc., but all the folks involved in delivering this at Anthropic, Okta, and here at Atlassian were fantastic.
Interesting - I wonder if this isn't a case of theft on a refresh token that was minted by a non-confidential 3LO flow w/PKCE. That would explain how a leaked refresh token could then be used to obtain access, but does the Vercel A/S not implement any refresh token reuse detection? i.e.: you see the same R/T more than once, you nuke the entire session b/c it's assumed the R/T was compromised.
Question - from the perspective of the actual silicon, are these NPUs just another form of SIMD? If so, that's laughable sleight of hand and the circuits will be relegated to some mothball footnote in the same manner as AVX512, etc.
To be fair, SIMD made a massive difference for early multimedia PCs for things like music playback, gaming, and composited UIs.
The comment in lines 163 - 172 make some claims that are outright false and/or highly A/S dependent, to the point where I question the validity of this post entirely. While it's possible that an A/S can be pseudo-generated based on lots of training data, each implementation makes very specific design choices: i.e.: Auth0's A/S allows for a notion of "leeway" within the scope of refresh token grant flows to account for network conditions, but other A/S implementations may be far more strict in this regard.
My point being: assuming you have RFCs (which leave A LOT to the imagination) and some OSS implementations to train on, each implementation usually has too many highly specific choices made to safely assume an LLM would be able to cobble something together without an amount of oversight effort approaching simply writing the damned thing yourself.
This is one of those cases where I would hope that extremely strong federalism is exercised from Ottawa: essentially, Alberta could be dissolved, stripped of its provincial status and relegated to a territory. From that point, allow for further subdivision to the various First Nations people, allowing reformation into other territories or offer provincial status. The rest of it could be federally administered - see how they like that.
As much as it pains me to say it, Canada's diversity is also it's weakness, and there needs to be precedent - perhaps not as severe as in the US - that you do NOT leave the dominion.