It was a Monday night in Myanmar's Chang U township in the central Sagaing region, where nearly 100 people had gathered to mark Thadingyut, the festival of the full moon. Some held candles at the event, which doubled as both a celebration and a protest against the military, which seized power in 2021, plunging the country into a bloody civil war. But the celebration soon turned into horror as a motorised paraglider - known locally as a paramotor - flew overhead and dropped bombs onto the crowd. The attack lasted just seven minutes, but at least 26 people died as a result and dozens more were injured. Initially, I thought the lower part of my body had been severed, one 30-year-old who was at the gathering told news agency Reuters.

Haiti police raid gang leader's stronghold in capital 3 hours agoShareSaveLeonardo RochaBBC World Service Americas regional editor Jaroslav LukivBBC NewsShareSaveReutersGang control in Port-au-Prince has led to an almost complete breakdown of law and order The government of Haiti says police have launched a large-scale operation in a shantytown controlled by powerful gang leader Jimmy Chérizier, who is widely known as Barbecue. The authorities say several gang members have been killed in the Lower Delmas area of the capital Port-au-Prince. Local reports say military drones carrying explosives are being used in the operation. He said it was the work of a special task force created two days ago to tackle insecurity.Reuters Jimmy'Barbecue' Chérizier has become one of the most powerful gang leaders in Haiti Chérizier, aged 47, is the feared leader of Viv Ansam (Live Together), a coalition of gangs that control much of the city. It is not clear whether Kenyan police officers deployed in Haiti last year to help fight the gangs are involved in the security operation.

Transformer-based large language models (LLMs) have demonstrated exceptional capabilities in sequence modeling and text generation, with improvements scaling proportionally with model size. However, the limitations of GPU memory have restricted LLM training accessibility for many researchers. Existing heterogeneous training methods significantly expand the scale of trainable models but introduce substantial communication overheads and CPU workloads. In this work, we propose AutoHete, an automatic and efficient heterogeneous training system compatible with both single-GPU and multi-GPU environments. AutoHete dynamically adjusts activation checkpointing, parameter offloading, and optimizer offloading based on the specific hardware configuration and LLM training needs. Additionally, we design a priority-based scheduling mechanism that maximizes the overlap between operations across training iterations, enhancing throughput. Compared to state-of-the-art heterogeneous training systems, AutoHete delivers a 1.32x~1.91x throughput improvement across various model sizes and training configurations.

Fox News Flash top headlines are here. Check out what's clicking on Foxnews.com. The Israeli military deployed thousands of troops and drones in an attack on a Palestinian militant stronghold in the West Bank on Sunday night. Military officials expect the roughly 2,000 troops to remain in the West Bank city of Jenin for up to 48 hours after launching the operation. Palestinian officials say at least eight people were killed and 50 were wounded in the attack, which was larger than any operation Israel has carried out this year.

Artificial intelligence (A.I.) is becoming a crucial instrument in gathering and analyzing the enemy's intelligence as it plays a bigger part in planning and assisting military operations. The use of autonomous weapons and vehicles is another area in which A.I. is used. Human-machine interfaces for the military, such as machine learning and human-machine teaming, are anticipated to be more impacted by A.I. A.I. is projected to solve the volume, variety, and velocity problems that Big Data presents and lessen the risks associated with issues like veracity and value, allowing for regulated data processing at the level of decisions based on A.I.'s expertise. In many spheres of our society, including policymaking, social life, and the military, the usage of artificial intelligence has increased exponentially. In the latter, artificial intelligence is capable of improving and automating a variety of military duties. However, the same efficiency attained through the employment of algorithms can be easily tricked and hacked, so not everything is beneficial.

Fox News Flash top headlines for August 25 are here. Check out what's clicking on FoxNews.com Lebanon's Hezbollah leader vowed Sunday to shoot down any Israeli drones that enter Lebanese airspace from now on after one allegedly crashed and another exploded in Beirut overnight. Hassan Nasrallah said during a speech that one of the drones had been flying low among buildings and was clearly on a military "suicide mission," which he called "clear aggression." Officials of Iran-backed Hezbollah denied firing at the drones.

Russia operatives used an armed robot in a gunfight that left 11 jihadists dead - as they try to stamp out extremism ahead of the World Cup. Counter-terrorism forces engaged extremists in the volatile Islamic region of Dagestan over several days. Dramatic footage shows police marksman firing on a house from an armored vehicle. A compact armed robot is seen approaching the property to engage the jihadists. The bullet-ridden bodies of six men were later shown in pictures released by investigative authorities.

MOGADISHU, Somalia – The Islamic State group's growing presence in Somalia could become a "significant threat" if it attracts fighters fleeing collapsing strongholds in Syria and Iraq, experts say, and already it seems to be influencing local al-Shabab extremists to adopt tactics like beheadings. The U.S. military this month carried out its first drone strikes against IS fighters in Somalia, raising questions about the strength of the group that emerged just two years ago. A second strike targeted the fighters on Sunday, with the U.S. saying "some terrorists" were killed. The Islamic State group burst into public view in Somalia late last year as dozens of armed men seized the port town of Qandala in the northern Puntland region, calling it the seat of the "Islamic Caliphate in Somalia." They beheaded a number of civilians, causing more than 20,000 residents to flee, and held the town for weeks until they were forced out by Somali troops, backed by U.S. military advisers.

Intel CEO Brian Krzanich speaks at a 2016 AI event. Intel might be an old-school computing company, but the chipmaker thinks the latest trends in artificial intelligence will keep it an important part of your high-tech life. AI technology called machine learning today is instrumental to taking good photos, translating languages, recognizing your friends on Facebook, delivering search results, screening out spam and many other chores. It usually uses an approach called neural networks that works something like a human brain, not a sequence of if-this-then-that steps as in traditional computing. Lots of companies, including Apple, Google, Qualcomm and Nvidia, are designing chips to accelerate this sort of work.

Capgemini's view on the future – Technovision 2017 – states that capturing and leveraging collective knowledge as well as decreasing the dependency on undocumented, individual expertise and experience, is an important aspect of Artificial Intelligence (AI). Cognitive computing, like IBM Watson, can help suggesting solutions and ideas that are unknown to the user, based on collective knowledge. Now Cognitive Computing can find the applicable jurisprudence for any given law case or diagnose the right type of cancer from the patient's syndromes. But beside massive information processing, can Cognitive Computing help people resolve problems by creating new ideas? The goal of "Strong AI" is to develop Artificial Intelligence to the point where the machine's intellectual capability is functionally equal to a human's.