Abstract--The increasing complexity of software systems and the sophistication of cyber-attacks have underscored the critical need for effective automated vulnerability detection and repair systems. Data-driven approaches using deep learning models show promise but critically depend on the availability of large, accurately labeled datasets. Y et existing datasets either suffer from noisy labels, limited range of vulnerabilities, or fail to reflect vulnerabilities as they occur in real-world software. This also limits large-scale benchmarking of such solutions. Automated vulnerability injection provides a way to directly address these dataset limitations, but existing techniques remain limited in coverage, contextual fidelity, or injection success rates. In this paper, we present A VIA TOR, the first AI-agentic vulnerability injection workflow. It automatically injects realistic, category-specific vulnerabilities for high-fidelity, diverse, large-scale vulnerability dataset generation. Unlike prior monolithic approaches, A VIA TOR orchestrates specialized AI agents, function agents and traditional code analysis tools, that replicate expert reasoning. It combines semantic analysis, injection synthesis enhanced with LoRA-based fine-tuning and Retrieval-Augmented Generation, as well as post-injection validation via static analysis and LLM-based discriminators. This modular decomposition allows specialized agents to focus on distinct tasks, improving robustness of injection and reducing error propagation across the workflow. Evaluations across three distinct benchmarks demonstrate that A VIA TOR achieves 91%-95% injection success rates, significantly surpassing existing automated dataset generation techniques in both accuracy and scope of software vulnerabilities. The rapid growth in software complexity, coupled with the sophistication of cyber-attacks, poses a significant threat to the global security and stability of digital infrastructures. In 2024 alone, the total number of publicly reported vulnerabilities rose by 25% [1]. Software vulnerabilities refer to weaknesses in system security requirements, design, implementation, or operation, that could be accidentally triggered or intentionally exploited, resulting in a violation of the system's security policy [2].

Is Trump losing patience with Putin? Will sanctions against Russian oil giants hurt Putin? Ukraine has hit back at Russia's attempts to disable its energy infrastructure with air strikes that succeeded in disrupting power and heating in two cities across the border. Alexander Gusev, regional governor of Voronezh, said several drones were electronically jammed over the city - home to more than one million people - and sparked a fire at a local utility facility that was quickly extinguished. A Russian Defence Ministry statement made no mention of either the Voronezh or Belgorod areas, reporting 44 Ukrainian drones were destroyed or intercepted by Russian forces during the night.

Thieves stole $100 million in jewels from the Louvre Museum in Paris after exploiting weak passwords, including using "Louvre" as a surveillance system password.

Senator Josh Hawley and Senator Mark Warner introduce the AI-Related Job Impacts Clarity Act requiring companies to report AI-related job impacts to the Department of Labor.

Is Trump losing patience with Putin? Will sanctions against Russian oil giants hurt Putin? The United Kingdom is sending military equipment and personnel to Belgium after a spate of disruptive drone sightings forced the temporary closures of two major airports. Air Chief Marshal Richard Knighton told the BBC network on Sunday that the military had agreed to "deploy our people, our equipment to Belgium to help them" after a request from Belgian authorities. In the past week, both Belgium's main international airport at Brussels and one of Europe's biggest cargo airports at Liege were forced to close temporarily because of drone incursions.

Meghan Markle and Prince Harry lead star parade at Kris Jenner's 70th birthday bash held at Jeff Bezos' $165M mansion in Beverly Hills Trumpworld fumes at Democrats' affordability'con job' as insiders rush to save sinking presidency Dark side of Danielle Bernstein: She is America's most hated influencer... but now insiders reveal claims of behavior so outrageous they'kind of respect her' for getting away with it Hollywood's hooked on a new'fountain of youth' drug. It erases wrinkles, boosts libido and stops hair loss... but has terrifying side-effects: JILLIAN MICHAELS Defiant Joe Biden goes scorched earth on Donald Trump over White House demolition: 'Who in the hell does he think he is?' Insiders reveal yet more'trauma' after star's dangerous driving and say she is'close to going nuclear'... as she falls into'very protective' arms of male friend Sordid truth about night seven ladyboys'beat up' Luigi Mangione after visit to Thai sex bar: Texts and photos revealed in tell-all The ugly gossip about Marjorie Taylor Greene swirling in DC... no wonder she's giving this'nothing to see here' performance of a lifetime: KENNEDY SNL sketch mocking Oval Office medical emergency slammed as'heartless' and'uncomfortably cringe' Flabbergasting views of New York City's next First Lady, 28, laid bare in the hipster artist's work My son tried the trendy $1 'chill pill' taken by 1.7m Americans and sold in gas stations... he never woke up. Here's what they don't tell you Jimmy Kimmel's wife'felt betrayed by Trump voting family members' after her comic husband was pulled from the air Insiders blow lid on top secret actor'blacklist' at Paramount that's tearing Hollywood apart and start naming names KELLYANNE CONWAY: This week's elections were a referendum on President Trump... but not for the reason you think TikTok star accused in $3.5 million lawsuit of stealing her husband from his ex-wife Upstate city with small-town charm is one of the best places to live in America... but it will cost you Meghan has always been a terrible actress... but watch the moment she catches Harry completely off guard. It tells you everything about what's next: MAUREEN CALLAHAN'It's not the 60+ days of Christmas!' Exasperated Brits blast John Lewis, Coca-Cola, and Argos for releasing their ads almost two months before the big day - as experts warn prolonged buildup can spark'festive burnout' This year, brands like John Lewis, Coca-Cola, and Argos have rushed to get their Christmas adverts out almost two months ahead of the big day. You might think that this would help us to get excited for Santa's arrival.

UK military personnel and equipment are being sent to Belgium to help it bolster its defences after drone incursions on its airspace, suspected of being carried out by Russia. The new head of the UK military, Sir Richard Knighton, told the BBC's Sunday with Laura Kuenssberg that his Belgian counterpart asked for assistance earlier this week and that kit and personnel were on the way. Belgium's main airport Zavantem was forced to close temporarily on Thursday night after drones were spotted nearby . They were also spotted in other locations, including a military base. Sir Richard said it was not known if the incursions were by Russia, but added it was plausible they had been ordered by Moscow.

The UK's tax body is reviewing its decisions to strip child benefit from about 23,500 claimants after it used travel data to conclude they had left the country permanently. Normally the benefit runs out after eight weeks living outside the UK, but many people affected complained that HM Revenue & Customs (HMRC) had stopped their money after they went on holiday for just a short time. The move came after MPs on the Treasury Select Committee demanded answers from the tax authority. HMRC has apologised for any errors and says anyone who thinks their benefits have been stopped incorrectly should contact them. In September, the government began a crackdown on child benefit fraud which it believes could save £350m over five years.

One leading planning lawyer warned such AI services could'supercharge nimbyism'. One leading planning lawyer warned such AI services could'supercharge nimbyism'. Tools that help people scan applications and find grounds for objection have potential to hit government's housebuilding plans The government's plan to use artificial intelligence to accelerate planning for new homes may be about to hit an unexpected roadblock: AI-powered nimbyism. A new service called Objector is offering "policy-backed objections in minutes" to people who are upset about planning applications near their homes. It uses generative AI to scan planning applications and check for grounds for objection, ranking these as "high", "medium" or "low" impact. It then automatically creates objection letters, AI-written speeches to deliver to the planning committees, and even AI-generated videos to "influence councillors".

Things to Do in L.A. Tap to enable a layout that focuses on the article. After deciding in 2018 that she wanted to study law, Kim Kardashian has failed the California bar exam on her first attempt. This is read by an automated voice. Please report any issues or inconsistencies here . Shapewear mogul Kim Kardashian announced Saturday that she has failed the California bar exam, seven years after embarking on her law studies.