Tootfinder

The Safety Gap Toolkit: Evaluating Hidden Dangers of Open-Source Models
Ann-Kathrin Dombrowski, Dillon Bowen, Adam Gleave, Chris Cundy
https://arxiv.org/abs/2507.11544

The Safety Gap Toolkit: Evaluating Hidden Dangers of Open-Source Models
Open-weight large language models (LLMs) unlock huge benefits in innovation, personalization, privacy, and democratization. However, their core advantage - modifiability - opens the door to systemic risks: bad actors can trivially subvert current safeguards, turning beneficial models into tools for harm. This leads to a 'safety gap': the difference in dangerous capabilities between a model with intact safeguards and one that has been stripped of those safeguards. We open-source a toolkit to est…

ICE insiders saying agents are "desperate" to meet these quotas — and are doing so by forgoing dangerous criminal migrants in favor of "anyone they can get their hands on at the local Home Depot or bus stop."
“These quotas are undermining the agency’s ability to focus on the really serious criminal aliens,” John Sandweg, a former acting ICE director under Obama, told the outlet.
Trump quotas 'killing morale' at ICE as Home Depots busted over violent gangs - Raw Story
https://www.rawstory.com/trump-ice-2672387662/

Wie Robinhood mit unechten OpenAI- und SpaceX-Anteilen für Unruhe sorgt 
Robinhood bringt tokenisierte Anteile von SpaceX und OpenAI nach Europa – ohne Zustimmung der Firmen. Ist das Demokratisierung oder gefährliche Finanzalchemie?

BraTS orchestrator : Democratizing and Disseminating state-of-the-art brain tumor image analysis
Florian Kofler, Marcel Rosier, Mehdi Astaraki, Ujjwal Baid, Hendrik M\"oller, Josef A. Buchner, Felix Steinbauer, Eva Oswald, Ezequiel de la Rosa, Ivan Ezhov, Constantin von See, Jan Kirschke, Anton Schmick, Sarthak Pati, Akis Linardos, Carla Pitarch, Sanyukta Adap, Jeffrey Rudie, Maria Correia de Verdier, Rachit Saluja, Evan Calabrese, Dominic LaBella, Mariam Aboian, Ahmed W. Moawad, …

BraTS orchestrator : Democratizing and Disseminating state-of-the-art brain tumor image analysis
The Brain Tumor Segmentation (BraTS) cluster of challenges has significantly advanced brain tumor image analysis by providing large, curated datasets and addressing clinically relevant tasks. However, despite its success and popularity, algorithms and models developed through BraTS have seen limited adoption in both scientific and clinical communities. To accelerate their dissemination, we introduce BraTS orchestrator, an open-source Python package that provides seamless access to state-of-the-…

Don’t call it ‘Alligator Alcatraz.’ Call it a concentration camp.
This facility’s purpose fits the classic model, and its existence points to serious dangers ahead for the country.
https://www.msnbc.com/opinion/msnbc-opinio

The case for calling Florida’s ‘Alligator Alcatraz' a concentration camp
Amid ICE raids, President Donald Trump toured a new immigration detention facility with Homeland Security Secretary Kristi Noem and Florida Gov. Ron DeSantis.

Wow, how did you get those scars?

The U.S. State Facing “Unlivable” Heat by 2030 https://weather-fox.com/the-u-s-state-facing-unlivable-heat-by-2030-1-316105/?utm_source=dlvr.it&utm_content=topic/climate&ut…

The U.S. State Facing “Unlivable” Heat by 2030
Imagine a place in the United States where stepping outside feels like walking into an oven—where summer days sizzle with such intensity that even basic outdoor activities become dangerous.

A Full-Stack Platform Architecture for Self-Organised Social Coordination
Matthew Scott, Jeremy Pitt
https://arxiv.org/abs/2507.01239 https://

A Full-Stack Platform Architecture for Self-Organised Social Coordination
To mitigate the restrictive centralising and monopolistic tendencies of platformisation, we aim to empower local communities by democratising platforms for self-organised social coordination. Our approach is to develop an open-source, full-stack architecture for platform development that supports ease of distribution and cloning, generativity, and a variety of hosting options. The architecture consists of a meta-platform that is used to instantiate a base platform with supporting libraries for …