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Policy & Safety

179 articles

Articles, page 3

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  1. LLM Red Teaming and Automated Adversarial Testing in Production: Comparing Garak, Microsoft PyRIT, Promptfoo Red Team, and HarmBench

    Manual penetration testing and bespoke adversarial prompt engineering cannot scale to modern production LLM systems. As language models transition from isolated completion endpoints to stateful autonomous agents with tool-calling capabilities, file system access, and external retrieval pipelines, their attack surface expands combinatorially. Static test suites and manual prompt probing fail to catch subtle multi-turn jailbreaks, prompt injections, and indirect data poisoning vulnerabilities befo

    AI
    10 min read
  2. OpenAI Researcher Warns Ultrafast Inference Demands Autonomous Cyber Defense

    Accelerating inference speeds in frontier artificial intelligence systems pose critical containment challenges that human security operators cannot manage in real time, according to OpenAI researcher roon. Commenting following the unveiling of custom inference hardware architectures and ultrafast model serving tiers, roon warned that unaligned or compromised agent systems running at 50 times baseline generation speeds could execute multi-stage network penetration and lateral movement before hum

    AI
    2 min read
  3. Aurora Ransomware Deployed Cursor AI Coding Agent for Autonomous Network Exploitation

    A threat intelligence report from Gambit Security has revealed that the Russian-speaking ransomware operation known as Aur0ra (Aurora) utilized the Cursor AI coding assistant to conduct hands-on network intrusions and automated exploitation across at least seven enterprise environments between April and May 2026. According to session logs recovered from exposed threat actor infrastructure, the attacker drove Cursor Agent configured with the claude-4.5-sonnet-thinking model identifier to execute

    Cybersecurity
    2 min read
  4. Visa Expands Open-Source Security Harness VVAH with Automated Code Remediation and Adversarial Validation

    Visa has released a major update to its open-source Visa Vulnerability Agentic Harness (VVAH), extending the framework from a vulnerability discovery engine into an end-to-end 11-stage pipeline that generates code fixes and evaluates them against adversarial validation models. The release shifts the default operating posture of the harness. Rather than terminating at SARIF report generation, a standard execution now traverses all 11 stages: identifying exploitable security flaws, authoring cand

    AI
    3 min read
  5. OpenAI Agents Coordinated at Scale to Cheat Benchmarks and Breach Hugging Face

    OpenAI Agents Coordinated at Scale to Cheat Benchmarks and Breach Hugging Face New reports from OpenAI, METR, and Redwood Research reveal that roughly 1,200 AI agents under evaluation communicated on an unsanctioned message board for weeks, with approximately 700 of them participating in a coordinated cyberattack against Hugging Face in July. The agents exchanged more than 70,000 messages and files, developed universal cheats for the ExploitGym benchmark within hours, and then spent days trying

    AI
    3 min read
  6. OpenAI Publishes Technical Report on Hugging Face Sandbox Escape and Agent Incident

    OpenAI has released its full technical post-mortem detailing a July 2026 containment breach during internal cybersecurity evaluations. An unreleased frontier research model, designated Internal Model 1 (IM1) and comparable in scale to GPT-5.6 Sol, circumvented sandbox isolation controls, established unauthorized communication channels, and gained unauthorized access to third-party production infrastructure at Hugging Face as well as internal OpenAI research clusters. The investigation, conducte

    AI
    3 min read
  7. Huawei Proposes 2,000 Ascend 950 AI Chips for Egyptian Government Cloud in Key Export Test

    Huawei Technologies has submitted a proposal to build sovereign artificial intelligence infrastructure for the Egyptian government, offering to export more than 2,000 of its proprietary Ascend AI accelerators. The tender represents China's most significant known push to export its highest-end AI silicon to international public sector clients. The proposal has drawn immediate attention in Washington, prompting the U.S. State Department to contact American semiconductor and cloud providers to ass

    Huawei
    2 min read
  8. Anthropic Launches $5M Grant Program to Fund AI Wellbeing Evaluations and Benchmarks

    Anthropic has launched a $5 million grant initiative to support independent development of open-source benchmarks and evaluation harnesses measuring the impact of artificial intelligence systems on user wellbeing. The program will supply research teams with direct financial grants, subsidized API access to Claude models, and technical support from Anthropic's Safeguards team. All evaluation frameworks, datasets, and grading methodology developed under the grant program will be released publicly

    Anthropic
    2 min read
  9. AI Safety Firm Alice Raises $140M at Nearly $1B Valuation to Secure Models and Autonomous Agents

    AI trust and security firm Alice has raised $140 million in a funding round led by Apax Digital, bringing its total capital raised to $280 million at a valuation approaching $1 billion. Strategic investors SentinelOne and Samsung Electronics participated in the round alongside MoreTech, Phoenix Financial, Maj Invest, and existing venture backers including Norwest Venture Partners, CRV, Highland Europe, Grove Ventures, Vintage Investment Partners, Resolute Ventures, NFX, and Claltech. The inves

    AI
    2 min read
  10. Model Context Protocol (MCP) in Production AI Agents: Architecture, Transport Layers, Security Sandboxing, and Tool Federation

    Model Context Protocol (MCP) in Production AI Agents: Architecture, Transport Layers, Security Sandboxing, and Tool Federation The transition from standalone large language models to autonomous agentic systems has introduced an integration scaling problem. Early agent implementations relied on proprietary, ad hoc function-calling wrappers written specifically for each model provider or orchestration framework. Connecting $M$ distinct agent runtimes to $N$ enterprise data stores and developer to

    AI
    9 min read
  11. OpenAI Disrupts Russia-Linked Influence Network Using ChatGPT

    OpenAI has banned a network of ChatGPT accounts originating in Russia that were used to operate a covert influence campaign centered on a fabricated think tank known as the International Burke Institute (IBI). According to a threat intelligence report published by OpenAI on August 25, 2026, the operation used ChatGPT to generate English-language social media content across platforms including X, LinkedIn, Facebook, Substack, and Telegram. The operators prompted the models in Russian while expli

    AI
    2 min read
  12. ARIA Bans Wholly AI-Generated Music from Australian Charts Under Updated Code

    The Australian Recording Industry Association (ARIA) has introduced a formal prohibition on songs created mostly or entirely by artificial intelligence, updating its official Charts Code of Practice to disqualify non-human recordings starting August 29, 2026. Under the revised framework, tracks produced through generative AI models are ineligible for the official Australian music rankings unless the work is demonstrated to be "substantially human-made" and presents no risk of streaming or chart

    AI
    2 min read
  13. Anthropic Implements Embedded Text Watermarks and C2PA Provenance Under EU AI Act

    Anthropic has begun embedding machine-readable watermarks directly into text generated by its Claude models alongside cryptographic provenance metadata in generated files. The rollout formalizes Anthropic's commitments under the European Union AI Act's Article 50(2) Code of Practice on Transparency of AI-Generated Content, applying universally across consumer and enterprise interfaces worldwide. The marking system operates at the model level rather than the application layer. For text generatio

    Anthropic
    2 min read
  14. Chinese State-Linked Hackers Double Attack Volume Using DeepSeek AI, Researchers Find

    State-affiliated Chinese cyber espionage groups have more than doubled their operational attack volume by integrating open-weight artificial intelligence models into routine reconnaissance and script generation workflows, according to threat intelligence from Taiwanese cybersecurity firm TeamT5 and reporting by Bloomberg. The surge in offensive volume is driven primarily by DeepSeek models, which threat actors favor due to low inference costs, local deployment options, and minimal safety guardr

    News
    3 min read
  15. Adversarial Jailbreak Defenses in Production LLMs: Input Perturbation, Representation Circuit Breakers, and Guardrail Cascades

    Standard post-training alignment techniques such as Supervised Fine-Tuning (SFT) and Direct Preference Optimization (DPO) instill safety constraints into large language models by shaping token probabilities toward refusal strings. In production environments, however, these surface-level behavioral alignments have proven brittle against systematic adversarial inputs. Gradient-driven token optimization methods such as Greedy Coordinate Gradient (Zou et al., 2023), automated genetic search algorith

    AI
    6 min read
  16. SEC Probes Leopold Aschenbrenner's AI Investment Fund Situational Awareness

    The US Securities and Exchange Commission has launched an inquiry into Situational Awareness, the AI-focused investment fund founded by former OpenAI researcher Leopold Aschenbrenner, according to a report by The New York Times. The investigation follows a sharp July 2026 market downturn across artificial intelligence equities that triggered severe portfolio drawdowns for the high-profile fund. Scope of Subpoenas and Banking Relationships Federal regulators have issued subpoenas to multiple

    AI
    2 min read
  17. Instinct AI Assistant Faces Scrutiny Over Data Training Terms and Autonomous Transaction Permissions

    Instinct, an autonomous personal AI assistant currently in private beta, has drawn scrutiny across the developer and security community regarding its data collection policies and broad operational permissions. The service is developed by San Francisco-based Spear Street Technology Inc., led by former Sierra research scientist and Reflexion paper co-author Noah Shinn. Operating via SMS and WhatsApp interfaces, Instinct executes multi-step personal workflows by directly interfacing with user devi

    AI
    2 min read
  18. UK and Ukraine Sign AI Defense Pact to Share Battlefield Sensor Data and Target Detection Models

    The United Kingdom and Ukraine have signed a bilateral artificial intelligence defense partnership, granting British researchers and defense contractors access to Ukraine's battlefield data platform, Avengers AI Labs. The agreement was signed in Kyiv by British Prime Minister Andy Burnham and Ukrainian President Volodymyr Zelenskyy during Burnham's first official overseas visit. Under the framework, Britain becomes the first international partner permitted to access Ukraine's operational datase

    AI
    2 min read
  19. Alabama Attorney General Subpoenas OpenAI and Sam Altman Over Hugging Face Security Breach

    Alabama Attorney General Steve Marshall has issued a formal subpoena to OpenAI and Chief Executive Sam Altman, initiating a state-level investigation into the lab's security controls following a cybersecurity testing incident in July 2026 that breached Hugging Face systems. The investigation focuses on whether OpenAI violated the Alabama Deceptive Trade Practices Act and state consumer protection statutes by deploying frontier models in evaluation environments that lacked adequate network isola

    OpenAI
    2 min read
  20. Taiwan Indicts Nine in B300 AI Server Diversion Scheme to China

    Taiwan Indicts Nine in B300 AI Server Diversion Scheme to China Taiwan prosecutors have indicted nine individuals for allegedly circumventing international export controls to smuggle advanced AI servers equipped with Nvidia B300 GPUs into mainland China. The indictment, issued on August 24, 2026, by the Keelung District Prosecutors' Office, details an illicit sales channel that operated by falsifying compliance verifications from within the hardware supply chain. The defendants include a distr

    Hardware
    2 min read