Tootfinder

Draugnet is a lightweight, open-source tool for anonymous cyber threat reporting. Built for the MISP ecosystem, it lets users submit and track reports — no accounts, no logins, just a simple token. Supports plain text, MISP JSON, and object templates. ideal for CSIRTs, ISACs, and trusted communities. 🔐 Built for anonymity 🧩 Easy MISP integration .
version 1.2.0 released with RTIR, Flowintel and Ollama integration.
Source code:

Comparison of Unsupervised Metrics for Evaluating Judicial Decision Extraction
Ivan Leonidovich Litvak, Anton Kostin, Fedor Lashkin, Tatiana Maksiyan, Sergey Lagutin
https://arxiv.org/abs/2510.01792

Comparison of Unsupervised Metrics for Evaluating Judicial Decision Extraction
The rapid advancement of artificial intelligence in legal natural language processing demands scalable methods for evaluating text extraction from judicial decisions. This study evaluates 16 unsupervised metrics, including novel formulations, to assess the quality of extracting seven semantic blocks from 1,000 anonymized Russian judicial decisions, validated against 7,168 expert reviews on a 1--5 Likert scale. These metrics, spanning document-based, semantic, structural, pseudo-ground truth, an…

Donald Trump announced on Tuesday that U.S. Space Command will be located in Alabama,
reversing a Biden-era decision to keep it at its temporary headquarters in Colorado.
The long-expected decision from Trump caps a four-year tug of war between two states and opposing administrations about where to locate U.S. Space Command,
an intense fight because the headquarters would be a significant boon to the local economy.
Alabama and Colorado have long battled to claim Space…

Trump will announce Space Command moves from Colorado to Alabama
President Donald Trump’s administration will announce U.S. Space Command will be located in Alabama, reversing a Biden-era decision to keep it at its temporary headquarters in Colorado. That's according to two people familiar with the announcement. The people say Trump is expected to speak Tuesday afternoon and will give the new location. The people spoke on the condition of anonymity to confirm the plans ahead of the official announcement. A Pentagon website set up to livestream the remarks …

A Survey on Current Trends and Recent Advances in Text Anonymization
Tobias Deu{\ss}er, Lorenz Sparrenberg, Armin Berger, Max Hahnb\"uck, Christian Bauckhage, Rafet Sifa
https://arxiv.org/abs/2508.21587

A Survey on Current Trends and Recent Advances in Text Anonymization
The proliferation of textual data containing sensitive personal information across various domains requires robust anonymization techniques to protect privacy and comply with regulations, while preserving data usability for diverse and crucial downstream tasks. This survey provides a comprehensive overview of current trends and recent advances in text anonymization techniques. We begin by discussing foundational approaches, primarily centered on Named Entity Recognition, before examining the tr…

“Hey everybody! I’m gathering all our most senior military commanders of the US military in one place at one time, so don’t, like ya know, bomb this one place or anything at 38.979896 North and 77.422607 West at about 10:30 in the morning on Tuesday. Thanks!”
https://

Hegseth abruptly summons top military commanders to meeting next week
Defense Secretary Pete Hegseth has summoned hundreds of generals and admirals to a base in northern Virginia for a sudden meeting next week. The directive doesn't offer a reason for the gathering Tuesday of senior commanders of the one-star rank or higher and their top advisers. Confirmation comes from three people familiar with the matter who weren't authorized to publicly discuss the sensitive plans and spoke on condition of anonymity. The Pentagon’s top spokesman confirms that Hegseth “w…

He’s going to purge anyone black and / or female and / or who can’t hold a Roman salute.
https://apnews.com/article/pentagon-hegseth-meeting-military-commanders-4ceb8026bff7c652b08c08e8afb1df99

Hegseth abruptly summons top military commanders to meeting next week
Defense Secretary Pete Hegseth has summoned hundreds of generals and admirals to a base in northern Virginia for a sudden meeting next week. The directive doesn't offer a reason for the gathering Tuesday of senior commanders of the one-star rank or higher and their top advisers. Confirmation comes from three people familiar with the matter who weren't authorized to publicly discuss the sensitive plans and spoke on condition of anonymity. The Pentagon’s top spokesman confirms that Hegseth “w…

SynBench: A Benchmark for Differentially Private Text Generation
Yidan Sun, Viktor Schlegel, Srinivasan Nandakumar, Iqra Zahid, Yuping Wu, Yulong Wu, Hao Li, Jie Zhang, Warren Del-Pinto, Goran Nenadic, Siew Kei Lam, Anil Anthony Bharath
https://arxiv.org/abs/2509.14594

SynBench: A Benchmark for Differentially Private Text Generation
Data-driven decision support in high-stakes domains like healthcare and finance faces significant barriers to data sharing due to regulatory, institutional, and privacy concerns. While recent generative AI models, such as large language models, have shown impressive performance in open-domain tasks, their adoption in sensitive environments remains limited by unpredictable behaviors and insufficient privacy-preserving datasets for benchmarking. Existing anonymization methods are often inadequate…

Kolejny skarb z archiwum. Pamiętacie jak mieliśmy takie fajne rzeczy, jak "WWW WEB"?
(Też nie wiem, gdzie to jest, ale "DZPK" sugeruje #DolnyŚląsk. 2017.)
#Polska #ŁamanyAngielski

“Service academies to accept conservative alternative to SAT and ACT”
And it is called the CLT?
They’ll have to find it first.
Hey oh!
https://www.politico.com/news/2025/09/15/military-academies-clt-standardized-test-00564290…

Large Language Model-Based Uncertainty-Adjusted Label Extraction for Artificial Intelligence Model Development in Upper Extremity Radiography
Hanna Kreutzer, Anne-Sophie Caselitz, Thomas Dratsch, Daniel Pinto dos Santos, Christiane Kuhl, Daniel Truhn, Sven Nebelung
https://arxiv.org/abs/2510.05664 …

Large Language Model-Based Uncertainty-Adjusted Label Extraction for Artificial Intelligence Model Development in Upper Extremity Radiography
Objectives: To evaluate GPT-4o's ability to extract diagnostic labels (with uncertainty) from free-text radiology reports and to test how these labels affect multi-label image classification of musculoskeletal radiographs. Methods: This retrospective study included radiography series of the clavicle (n=1,170), elbow (n=3,755), and thumb (n=1,978). After anonymization, GPT-4o filled out structured templates by indicating imaging findings as present ("true"), absent ("false"), or "uncertain." To …