Overall it's worse than the other frontier models, but it's decent for queries about breaking news, due to being trained on twitter data.
It's also better for queries about controversial topics, and topics that the other labs have deemed to be "unsafe".
Politically, it differs quite a bit from other models.[0] It's right leaning, although it's closer neutral than other models, defining what neutral is a challenge though.
The study you link to doesn't take into consideration the Overton window of opinions. Perhaps there's some dimension along which you could say that one ideology lies 'opposite' to another political persuasion, but that doesn't necessarily mean that the two ideologies are equally acceptable to support in a given society.
I don't think calling defining neutral a 'challenge' does the question justice - neutral will always be context-dependent, and what may be in the center of the Overton window of one society may be unpopular or even highly illegal in a different society.
You can run it on-prem, where you can actually technologically enforce data custody.
Custody enforcement using the cloud hosted product, is mostly contractual, although they do offer some technical features, like encrypting all data using a AWS KMS key in the customer's AWS account.
Still, this relies on trusting that they won't make their own separate copies of the data.
I don't quite understand the 5 second overlap.
I assume it's so that events that occur over the chunk boundary don't get missed, but is there any examples or benchmarking to examine how useful this is?
yea, it's so events on a chunk boundary still get captured in at least one chunk. i haven't had the chance to do formal benchmarks on overlap vs. no-overlap yet. the 5s default is a pragmatic choice, long enough to catch most events that would otherwise be split, short enough to not add much cost (120 chunks/hr to ~138). also it's configurable via the --overlap flag.
^ this is a common security misconception in crypto. "We're using an HSM, they can't steal our private key." OK genius now you still have to secure the HSM.
There's no shortcut to MPC/multisig with 3+ keyholders.
> There's no shortcut to MPC/multisig with 3+ keyholders.
The whole concept of a stablecoin seems to be based on centralised trust.
Ultimately there is some org that has the fiat bank account, that mints and redeems the coins.
Nope, that is the foundation of bad stablecoin. Trustless decentralized stablecoin like DAI exist. People just largely don't do their homework and prefer scams that lure them in with promises of 'yield'
DAI and SKY are backed in large part by USDC, so they are not truly decentralized. It is possible in theory, but nobody has successfully done it so far.
It's possible in practice: that's how DAI worked originally. It's just not very competitive where the main customer -- traders -- want a lot of liquidity and razor thin spread.
DAI made some dumb decisions for market reasons recently but it was an actual stablecoin for a long time. It worked fine, they just decided to make it worse for some reason.
Politically, it differs quite a bit from other models.[0] It's right leaning, although it's closer neutral than other models, defining what neutral is a challenge though.
[0]: https://arxiv.org/abs/2603.23841
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