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Inside vLLM: A Deep Dive into High-Throughput LLM Inference (2025)

This article breaks down the internal architecture of vLLM, a popular open-source system for serving large language models at high throughput. It details key components like memory management and scheduling that enable efficient batch processing. Understanding vLLM's design is crucial for developers and organizations aiming to optimize AI inference speed and cost.

world

Trump signs executive orders to restrict US birthright citizenship

President Trump has signed executive orders aimed at restricting birthright citizenship, a right granted by the 14th Amendment. The move would deny citizenship to children of undocumented immigrants and is expected to face major legal challenges. This represents an aggressive attempt to reinterpret the US Constitution through executive action.

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American ex-Marine reportedly near death after weeks catatonic in Russian prison

A former U.S. Marine is reportedly in critical condition and near death after spending weeks in a catatonic state inside a Russian prison. The man's condition has raised urgent concerns about his medical care and treatment while detained. This case adds to rising tensions between the U.S. and Russia over the treatment of American citizens held in Russian custody.

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LightSpy spyware linked to China hits victims in 13 countries

Security researchers have uncovered a campaign using LightSpy, a spyware tool attributed to Chinese actors, targeting victims across 13 countries including the United States. The malware is designed to steal sensitive data from compromised devices. This underscores the growing reach of state-linked espionage beyond traditional geopolitical rivals.

technology

AI Genome Models Now Used to Design New Viruses

Researchers are adapting large language models, typically used for text, to design novel viral genomes capable of infecting cells. The technique demonstrates AI's growing power in synthetic biology, raising both hopes for faster vaccine and therapeutic development and concerns about biosecurity risks.

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New AI Bill Could Give Parents Unprecedented Protections

A newly proposed AI regulation, described as the most significant for parents to date, aims to address how artificial intelligence affects children and family life. It would introduce stricter safeguards and parental controls around AI tools and platforms. If passed, the bill could set a major precedent for family-focused tech accountability.

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Ceuta leader: 100 dead in border rush, up to 5,000 still trapped in enclave

The president of Spain's Ceuta enclave says around 100 migrants died during a mass crossing from Morocco, while up to 5,000 remain inside the territory. The chaotic rush has triggered a diplomatic crisis between Spain and Morocco and strained local resources. The deaths and unresolved situation highlight the deadly risks of migration and the urgent need for a coordinated response.

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Women testify to rape used as a weapon of war in Sudan

Sudanese women are publicly detailing accounts of rape and sexual assault by armed groups amid the country's ongoing civil war. Their testimonies expose a systematic pattern of using sexual violence as a weapon of war. This sheds light on the scale of atrocities and pressures international bodies to pursue accountability.

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AI-designed viruses raise safety concerns

Scientists have created the first viruses designed entirely using artificial intelligence, raising new safety and biosecurity questions. The breakthrough shows AI's power to accelerate biological research, but experts warn it could also lower the barrier for creating dangerous pathogens. This marks a turning point in how viruses are engineered, with implications for both medicine and global security.