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Benchstreet: The Open-Source Arena for Time Series Forecasting Models on S&P 500 Data

Benchstreet: The Open-Source Arena for Time Series Forecasting Models on S&P 500 Data

A new GitHub project, Benchstreet, provides developers with a curated collection of time series prediction models for one-shot, long-term financial forecasting using 20 years of S&P 500 data. By enabling side-by-side evaluation of approaches like Transformers, N-BEATS, and ARIMA, it simplifies model comparison and implementation—revealing N-BEATS as a top performer for accuracy and speed.
Inside the Math Mind of AI: Can Machines Crack Research-Level Mathematics?

Inside the Math Mind of AI: Can Machines Crack Research-Level Mathematics?

Mathematicians reveal surprising insights from closed-door AI testing sessions, exposing both the impressive capabilities and fundamental limitations of reasoning models like ChatGPT and Gemini when tackling advanced math problems. Behind the hype, researchers discovered AI struggles with geometric intuition and genuine problem-solving despite excelling at pattern matching.
Proxmox GitOps: Self-Replicating Pipelines for Automated Container Infrastructure

Proxmox GitOps: Self-Replicating Pipelines for Automated Container Infrastructure

Proxmox GitOps revolutionizes infrastructure management by automating the entire lifecycle of Linux Containers in Proxmox VE through recursive, self-deploying CI/CD pipelines. Leveraging Infrastructure-as-Code with Ansible and Chef, it ensures idempotent, version-controlled provisioning and configuration. This framework empowers teams to build scalable, self-healing environments that minimize manual intervention and maximize reproducibility.
Blue Shark's Nanoscale Camouflage Sparks Bioengineering Innovations

Blue Shark's Nanoscale Camouflage Sparks Bioengineering Innovations

Researchers have uncovered how blue sharks use microscopic guanine crystals in their scales to dynamically shift color, a feat revealed through advanced imaging and computational modeling. This biological mechanism offers a blueprint for developing adaptive nanofabrics and bio-inspired materials with applications in stealth technology and smart coatings.
Kotlinwind CSS Emerges, Bringing Tailwind's Utility-First Styling to Kotlin HTML

Kotlinwind CSS Emerges, Bringing Tailwind's Utility-First Styling to Kotlin HTML

Kotlinwind CSS is a new library that integrates Tailwind CSS's utility-first approach directly into Kotlin's kotlinx.html DSL, enabling type-safe, inline styling without external CSS. By leveraging Kotlin's declarative syntax, it simplifies web development for Kotlin enthusiasts and reduces context switching. This innovation could accelerate Kotlin's adoption in frontend projects and reshape styling workflows.