Tootfinder

Alright so I don't know why I feel I have to justify it, but Avatar was absolutely staggering. Saw it in 3D on the biggest screen in my area, and it's fair to say I think I'll remember this experience forever.
You can quibble with the story or the cultural treatment, but it's a quantum leap in the cinematic experience. Easily among if not the best action adventure film ever made *in this form*.
Absolutely unique filmmaking. (1/4)

The Instagram reel lays out the facts more clearly than the CNN article
https://www.instagram.com/reel/DOJKaNAkdfY/?hl=en
…

Pattie Gonia on Instagram: "i interviewed @shannonekj, the trans ranger fired for flying the 🏳️‍⚧️ trans pride flag in yosemite."
In this powerful video, @shannonekj, a trans park ranger, talks about being fired for flying the trans pride flag in Yosemite. He shares his experience, highlights the importance of allyship, and encourages people to take action to create a more inclusive and accepting environment.

Judge Laughs Aloud at #TSA
Court outburst came as agency pursues $48m fine on #SouthwestAirlines for not handling gov mandated Transportation Safety Administration fees on passenger tickets to agency liking.
The $48 Million Fine was demanded of

Judge Laughs at TSA as Southwest Fights $48 Million Fine for Keeping Passenger Fees
A Fifth Circuit judge openly laughed when the TSA argued it isn’t set up to refund millions of passengers—while defending a $48 million penalty against Southwest for allegedly failing to return the same security fees. The case tests whether an airline has to cut cash refunds for government fees when travel credits expire unused.

A year out from the 2026 midterms, with Republicans feeling the blows from a string of losses in this week’s elections,
Donald Trump and his allies are mounting a multipronged attack on almost every aspect of voting in the United States
and raising what experts say are troubling questions about the future of one of the world’s oldest democracies.
While Democratic leaders continue to invest their hopes in a “blue wave” to overturn Republican majorities in the House and Senat…

Metropolitana 🔶
城 🔶
📷 Pentax MX
🎞️ Ilford Pan 100
#filmphotography #Photography #blackandwhite

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.
toXiv_bot_toot

Accept
Harmony is only in following the Way.
The Way is without form or quality,
But expresses all forms and qualities;
The Way is hidden and implicate,
But expresses all of nature;
The Way is unchanging,
But expresses all motion.
Beneath sensation and memory
The Way is the source of all the world.
How can I understand the source of the world?
By accepting.
-- Lao Tse, "Tao Te Ching"

Source: a few weeks before Grok started "digitally undressing" people, Elon Musk expressed frustration over guardrails on Grok's image and video generator (Hadas Gold/CNN)
http://www.cnn.com/2026/01/08/tech/elon-musk-xai-digital-undressing

Elon Musk’s xAI under fire for failing to rein in ‘digital undressing’
Elon Musk’s AI chatbot, Grok, has been flooded with sexual images of mainly women, many of them real people, by being prompted by users to “digitally undress” them and sometimes placing them in suggestive poses.

"Recent raids on one of #Myanmar 's most notorious internet #scam hubs sparked a recruitment rush as fleeing workers scrambled to enlist at nearby #fraud factories"