Tootfinder

Ukraine deploys special forces to Pokrovsk amid Russian claims of encirclement: https://benborges.xyz/2025/11/01/ukraine-deploys-special-forces-to.html

Mailbag: Like how Ferguson is being used? https://www.dallascowboys.com/news/mailbag-like-how-ferguson-is-being-used

The large-scale buildup of U.S. military forces and assets in the Caribbean suggests that the Trump administration may be preparing
the first U.S. strikes on Venezuela.

U.S. forces in the Caribbean include eight Navy warships,
a special operations vessel
and a nuclear-powered attack submarine.
When the aircraft carrier USS Gerald R. Ford arrives in the Caribbean next week, it will bring with it three more warships and more than 4,000 additional troops

These are the U.S. ships and aircraft massing off Venezuela
The large-scale buildup of U.S. military forces and assets in the Caribbean suggests that the Trump administration is preparing to expand operations.

Microsoft gibt Windows 11 25H2 frei: Großes Herbst-Update als kleiner Download
Microsoft hat das jährliche Herbst-Update für alle Nutzer von Windows 11 freigegeben. Die neuen Funktionen sind überschaubar, aber der Download nicht aufwendig.

Integrating AI and Ensemble Forecasting: Explainable Materials Planning with Scorecards and Trend Insights for a Large-Scale Manufacturer
Saravanan Venkatachalam
https://arxiv.org/abs/2510.01006

Integrating AI and Ensemble Forecasting: Explainable Materials Planning with Scorecards and Trend Insights for a Large-Scale Manufacturer
This paper presents a practical architecture for after-sales demand forecasting and monitoring that unifies a revenue- and cluster-aware ensemble of statistical, machine-learning, and deep-learning models with a role-driven analytics layer for scorecards and trend diagnostics. The framework ingests exogenous signals (installed base, pricing, macro indicators, life cycle, seasonality) and treats COVID-19 as a distinct regime, producing country-part forecasts with calibrated intervals. A Pareto-a…

Here's hoping.
https://ground.news/article/cnns-tapper-forces-scott-bessent-to-admit-trump-admin-is-unsure-how-to-fund-snap-benefits

Ukrainian Special Forces hit Russian Shahed drone launch site in occupied Crimea, military says: https://benborges.xyz/2025/12/01/ukrainian-special-forces-hit-russian.html

Mailbag: Like how Ferguson is being used? https://www.dallascowboys.com/news/mailbag-like-how-ferguson-is-being-used

Ukrainian forces changed beyond recognition in 11 years, says military expert #shorts: https://benborges.xyz/2025/10/01/ukrainian-forces-changed-beyond-recognition.html

A Neuro-Fuzzy System for Interpretable Long-Term Stock Market Forecasting
Miha O\v{z}bot, Igor \v{S}krjanc, Vitomir \v{S}truc
https://arxiv.org/abs/2510.00960 https://

A Neuro-Fuzzy System for Interpretable Long-Term Stock Market Forecasting
In the complex landscape of multivariate time series forecasting, achieving both accuracy and interpretability remains a significant challenge. This paper introduces the Fuzzy Transformer (Fuzzformer), a novel recurrent neural network architecture combined with multi-head self-attention and fuzzy inference systems to analyze multivariate stock market data and conduct long-term time series forecasting. The method leverages LSTM networks and temporal attention to condense multivariate data into i…