Tootfinder

Ran across this today.
Does Superfast Matt work at Discord?
(Context in image; I realize this might be one leap of logic too far for the joke, but *I* found it funny.)
https://youtube.com/clip/UgkxUSjXwB44F-IJOEe5uXv7LRZLBF-9miUL?si=BeDGAaW9vPLzxG…

Reward Models are Metrics in a Trench Coat
Sebastian Gehrmann
https://arxiv.org/abs/2510.03231 https://arxiv.org/pdf/2510.03231

Reward Models are Metrics in a Trench Coat
The emergence of reinforcement learning in post-training of large language models has sparked significant interest in reward models. Reward models assess the quality of sampled model outputs to generate training signals. This task is also performed by evaluation metrics that monitor the performance of an AI model. We find that the two research areas are mostly separate, leading to redundant terminology and repeated pitfalls. Common challenges include susceptibility to spurious correlations, imp…

That's how our hike at the #mummelsee started ... and how it was when we were up there. - But the walk was quite okay.
We checked the rain radar and decided to go back down rather quickly. We leveraged our rain gear and it did not disappoint us! 🙂
So we didn't see the area atop - the so called

Computer programmer and electronics enthusiast Harishankar Narayanan detailed a startling find he made about his $300 smart vacuum:
-- it was transmitting intimate data out of his home.
Narayanan had been letting his iLife A11 smart vacuum — a popular gadget that’s gained mainstream media coverage — do its thing for about a year, before he became curious about its inner workings.
" I decided to monitor its network traffic, as I would with any so-called smart device.” Wit…

Border Patrol and other federal law enforcement agencies are conducting a massive surveillance network monitoring the actions of millions of Americans.
These agencies are not protecting Americans from threats. They are the threat.
https://apnews.co…

Oh joy. I feel so much safer. /s
Border Patrol is monitoring US drivers and detaining those with 'suspicious' travel patterns
https://apnews.com/article/immigration-border-patrol-surveillance-drivers-ice-trump…

Border Patrol monitors US drivers and detains Americans for ‘suspicious’ travel
The U.S. Border Patrol is monitoring millions of American drivers nationwide in a secretive program to identify and detain people whose travel patterns it deems suspicious. The Associated Press has found that the predictive intelligence program has resulted in people being stopped, searched, and in some cases arrested. A network of cameras scans and records vehicle license plate information, and an algorithm flags vehicles deemed suspicious based on where they came from, where they were going, …

Oh joy. I feel so much safer. /s
Border Patrol is monitoring US drivers and detaining those with 'suspicious' travel patterns
https://apnews.com/article/immigration-border-patrol-surveillance-drivers-ice-trump…

Border Patrol monitors US drivers and detains Americans for ‘suspicious’ travel
The U.S. Border Patrol is monitoring millions of American drivers nationwide in a secretive program to identify and detain people whose travel patterns it deems suspicious. The Associated Press has found that the predictive intelligence program has resulted in people being stopped, searched, and in some cases arrested. A network of cameras scans and records vehicle license plate information, and an algorithm flags vehicles deemed suspicious based on where they came from, where they were going, …

Once limited to policing the nation’s boundaries,
the Border Patrol has built a surveillance system stretching into the country’s interior
that can monitor ordinary Americans’ daily actions and connections for anomalies instead of simply targeting wanted suspects.
The U.S. Border Patrol is monitoring millions of American drivers nationwide in a secretive program to identify and detain people whose travel patterns it deems suspicious, The Associated Press has found.
The …

Border Patrol monitors US drivers and detains Americans for ‘suspicious’ travel
The U.S. Border Patrol is monitoring millions of American drivers nationwide in a secretive program to identify and detain people whose travel patterns it deems suspicious. The Associated Press has found that the predictive intelligence program has resulted in people being stopped, searched, and in some cases arrested. A network of cameras scans and records vehicle license plate information, and an algorithm flags vehicles deemed suspicious based on where they came from, where they were going, …

Do you have a device with an AMD Neural Processing Unit (NPU) that you actively use? I could use your help testing support for monitoring AMD NPUs in Resources!
I'd really appreciate it if you'd check out the amdxdna-support branch of Resources' GitHub repository and check if NPU utilization correctly shows up in Resources.
You can find more info in this GitHub issue:

Understanding and Predicting Temporal Visual Attention Influenced by Dynamic Highlights in Monitoring Task
Zekun Wu, Anna Maria Feit
https://arxiv.org/abs/2510.08777 https://

Understanding and Predicting Temporal Visual Attention Influenced by Dynamic Highlights in Monitoring Task
Monitoring interfaces are crucial for dynamic, highstakes tasks where effective user attention is essential. Visual highlights can guide attention effectively but may also introduce unintended disruptions. To investigate this, we examined how visual highlights affect users' gaze behavior in a drone monitoring task, focusing on when, how long, and how much attention they draw. We found that highlighted areas exhibit distinct temporal characteristics compared to non-highlighted ones, quantified u…