Apple confirmed that Google Gemini will power the next-generation version of Siri that is slated to launch later this year.
The next-generation version of Siri is expected to be introduced with iOS 26.4,
which will likely be released to the general public in March or April.
The new capabilities will include better understanding of a user's personal context, on-screen awareness, and deeper per-app controls.
For example, Apple showed an iPhone user asking Siri abou…
Robust forecast aggregation via additional queries
Rafael Frongillo, Mary Monroe, Eric Neyman, Bo Waggoner
https://arxiv.org/abs/2512.05271 https://arxiv.org/pdf/2512.05271 https://arxiv.org/html/2512.05271
arXiv:2512.05271v1 Announce Type: new
Abstract: We study the problem of robust forecast aggregation: combining expert forecasts with provable accuracy guarantees compared to the best possible aggregation of the underlying information. Prior work shows strong impossibility results, e.g. that even under natural assumptions, no aggregation of the experts' individual forecasts can outperform simply following a random expert (Neyman and Roughgarden, 2022).
In this paper, we introduce a more general framework that allows the principal to elicit richer information from experts through structured queries. Our framework ensures that experts will truthfully report their underlying beliefs, and also enables us to define notions of complexity over the difficulty of asking these queries. Under a general model of independent but overlapping expert signals, we show that optimal aggregation is achievable in the worst case with each complexity measure bounded above by the number of agents $n$. We further establish tight tradeoffs between accuracy and query complexity: aggregation error decreases linearly with the number of queries, and vanishes when the "order of reasoning" and number of agents relevant to a query is $\omega(\sqrt{n})$. These results demonstrate that modest extensions to the space of expert queries dramatically strengthen the power of robust forecast aggregation. We therefore expect that our new query framework will open up a fruitful line of research in this area.
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"It was a hell of a move for a mayor who will next year be asking the city’s voters for more power, including the ability to unilaterally hire and fire people."
Yes, and if he's dumb enough to still put that on the ballot, the city's voters need to say no. Again.
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@cdarwin@c.im
