Article: 5 min

The article discusses the upcoming works entering the public domain on January 1, 2026, in various countries and focuses on three categories: works by authors who died in 1955 or 1975, films and books published in 1930 for the United States. It also provides links to explore new public domain content, mentions a countdown calendar, and suggests resources for further information about the importance of the public domain.

• New works will enter the public domain in 2026
• Focus on authors who died in specific years

Article:

Beej's Guide to Learning Computer Science is a beta-quality document that offers resources such as HTML files, PDFs, and ZIP archives for learning computer science. It also provides materials for translators and writers who wish to contribute by cloning the project from GitHub.

Quality:
The document is clearly marked as beta-quality and encourages feedback, which adds transparency.

Article: 1 hr 20 min

DeepSeek-V3.2 is an advanced large language model that enhances computational efficiency and reasoning capabilities through the introduction of DeepSeek Sparse Attention (DSA), a novel attention mechanism, and a scalable reinforcement learning framework. It surpasses GPT-5 in performance on various benchmarks, including mathematical problem-solving tasks like AIME 2025, HMMT competitions, IMOAnswerBench, and achieves gold-medal performance in the IOI 2025 and ICPC World Final 2025. The model also demonstrates improved tool-use proficiency through a large-scale agentic task synthesis pipeline.

• DeepSeek-V3.2 integrates DSA, an efficient attention mechanism that reduces computational complexity without sacrificing performance in long-context scenarios.
• The model employs a scalable reinforcement learning framework for post-training optimization and allocation of significant compute resources.
• DeepSeek-V3.2 surpasses GPT-5 on reasoning benchmarks such as MMLU-Pro, GPQA Diamond, HLE Text-only, and achieves gold-medal performance in IOI 2025 and ICPC World Final 2025.
• The model's tool-use proficiency is enhanced through a large-scale agentic task synthesis pipeline that generates diverse training data for robust AI agents.
• Target audience includes researchers, developers, and enthusiasts interested in the latest advancements in language models and AI reasoning capabilities.

Quality:
The article provides a detailed overview of the model's technical advancements and performance, supported by benchmarks and comparisons.

Article: 5 min

This article explains how to send ICMP ping packets without root privileges in Rust by creating a UDP socket with a protocol flag.

• Using the `socket2` crate for socket creation in Rust.
• Handling differences between Linux and macOS regarding IP header manipulation.

Quality:
The article provides clear, step-by-step instructions and code examples.

Article: 8 min

India's telecoms ministry has asked smartphone makers to pre-install a state-owned cyber security app on new devices, which cannot be deleted. The directive affects major companies including Apple, Samsung, Vivo, Oppo, and Xiaomi. The government claims the app combats cyber security threats, but industry concerns have been raised over lack of prior consultation.

• India's telecoms ministry has asked smartphone makers to preload the Sanchar Saathi app.
• The app aims to combat cyber security threats by preventing duplicate or spoofed IMEI numbers.
• Apple, Samsung, Vivo, Oppo, and Xiaomi are among the companies affected by this directive.
• Privacy advocates have raised concerns over user consent being removed.

Quality:
The article provides a balanced view of the situation, presenting both government and industry perspectives.

Article: 16 min

The article discusses a new approach in reverse mathematics that has revealed the equivalence of several distinct theorems in computational complexity theory, including connections between seemingly unrelated concepts like the pigeonhole principle and palindrome lower bounds. This work could help researchers better understand why certain problems are considered hard.

• Implications for understanding hard problems

Quality:
The article provides a clear and balanced overview of the research, with citations to sources.

Article: 10 min

Renowned playwright Sir Tom Stoppard has passed away at the age of 88. His works, including 'Rosencrantz and Guildenstern are Dead' and 'The Real Thing', have captivated audiences for over six decades with their philosophical and political themes. He was celebrated for his wit, irreverence, and profound love for the English language.

• Sir Tom Stoppard was one of the UK’s best-known playwrights.
• He won an Oscar and a Golden Globe for his screenplay in 'Shakespeare In Love'.
• He was knighted by the late Queen for services to literature in 1997.

Article: 26 min

Apple has released STARFlow-V, the first normalizing flow-based causal video generator. This model demonstrates that normalizing flows can match video diffusion models in visual quality while offering end-to-end training, exact likelihood estimation, and native multi-task support across T2V/I2V/V2V generation.

• It matches video diffusion models in visual quality.
• Operates in spatiotemporal latent space with a global-local architecture.

Article: 20 min

The article discusses Bhutan's unique approach to development and its potential role in preserving traditional culture while engaging with global markets. It highlights the country's history of doing things independently, its cultural significance, and the introduction of modern infrastructure projects like Gelephu Mindfulness City (GMC). The text also touches on the challenges of maintaining identity amidst globalization and tourism pressures.

• Unique political philosophy of cho-sid-nyi
• Distinct Bhutanese culture
• Diamond Strategy for leapfrog development
• Bhutan's role as a global center for Buddhism

Quality:
The article provides a balanced view of Bhutan's development approach and cultural preservation efforts.

Article: 16 min

This article is a humorous and detailed FAQ about common questions asked by people encountering unicyclists. It provides witty responses to typical inquiries such as 'Did You Lose The Other Wheel?' and 'Can You Do A Wheelie?', among others, offering insights into the experience of riding a unicycle.

• Frequently asked questions about unicycles