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5 best practices to secure AI systems

Recent advancements in artificial intelligence have significantly expanded its capabilities, but this progress also introduces new security vulnerabilities that traditional frameworks are ill-equipped to handle. As AI systems become integral to critical operations, organizations must adopt a comprehensive, multi-layered defense strategy that emphasizes data protection, strict access controls, and continuous monitoring to mitigate risks associated with model theft, data breaches, and adversarial attacks. Key best practices include enforcing role-based access control and encrypting both AI models and training data to prevent unauthorized access and data leaks. Additionally, defending against model-specific threatssuch as adversarial inputs and model extractionrequires

by WebFX
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Research
📄 Towards Data Science

How to Handle Classical Data in Quantum Models

Recent advancements in quantum machine learning focus on developing efficient workflows and encoding techniques to handle classical data within quantum models. These innovations aim to optimize data representation and processing in quantum algorithms, enhancing their potential for complex computational tasks and improving the integration of classical datasets into quantum frameworks.

Machine Learning
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Technology
📄 The Hacker News

Researchers Uncover Mining Operation Using ISO Lures to Spread RATs and Crypto Miners

The threat actor operation REF1695 has been actively deploying fake installers since November 2023 to distribute remote access trojans (RATs) and cryptocurrency miners, enhancing their monetization strategies. In addition to cryptomining, they exploit infected systems for CPA fraud by redirecting victims to content locker pages under the pretense of software registration, illustrating a multifaceted approach to financial gain.

Ethics
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Autonomous AI systems depend on data governance

As autonomous AI systems become more prevalent, the focus is shifting from model training and monitoring to robust data governance, recognizing that the quality, consistency, and oversight of data significantly influence system behavior. Fragmented, outdated, or poorly managed data can lead to unpredictable AI outputs, posing risks in regulated industries and customer-facing applications. Companies like Denodo are addressing this challenge by providing platforms that enable organizations to access and manage data across multiple sources without physical data movement, creating unified views that facilitate consistent policy application and improve AI reliability. This development underscores the critical importance of data governance in ensuring the safety, compliance,

Autonomous Systems Transformers
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Business
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KPMG: Inside the AI agent playbook driving enterprise margin gains

Despite a significant increase in global AI investments, with organizations planning to spend an average of $186 million in the next year, a stark gap persists between AI expenditure and measurable business value, as highlighted by KPMG's first quarterly Global AI Pulse survey. Only 11 percent of organizations have begun deploying and scaling AI agents to achieve enterprise-wide outcomes, even though 64 percent report that AI is already delivering some meaningful results; the challenge lies in translating these initial gains into substantial operational efficiencies that impact profit margins. The report emphasizes a performance divide between "AI leaders"those actively deploying and scaling AI agents

Ethics
📄 The Hacker News

Block the Prompt, Not the Work: The End of "Doctor No"

In 2026, enterprise security departments are experiencing a paradigm shift as traditional "No" policiesembodied by security teams blocking tools like ChatGPT, DeepSeek, and various file-sharing platformsare evolving beyond mere restrictions. This shift reflects a move toward more nuanced, enabling security frameworks that balance risk mitigation with the need for innovation, driven by advanced AI-driven security solutions that can intelligently assess and permit trusted tools while maintaining robust protection. The development signifies a critical transition from static, prohibitive security measures to dynamic, context-aware systems that empower enterprise productivity without compromising security integrity.

Research
📄 Towards Data Science

How Can A Model 10,000 Smaller Outsmart ChatGPT?

Recent discussions highlight that advancements in AI may prioritize longer-term reasoning capabilities over sheer model size, challenging the notion that bigger models like ChatGPT are inherently superior. Researchers suggest that smaller, more efficient modelspotentially up to 10,000 times smallercould outperform larger counterparts by focusing on improved reasoning and contextual understanding, emphasizing the importance of model architecture and training strategies over scale alone.

Research
📄 Towards Data Science

What Happens Now That AI is the First Analyst On Your Team?

The article explores how professionals are adapting to an era where AI and automation are increasingly integrated into analytical roles, effectively positioning AI as the primary analyst within teams. This shift necessitates a reevaluation of skill sets, emphasizing the importance of human oversight, strategic thinking, and the ability to interpret AI-generated insights in a rapidly evolving technological landscape.

Research
📄 Towards Data Science

How to Make Claude Code Better at One-Shotting Implementations

The article discusses enhancements to Claude, an AI coding agent, focusing on improving its ability to perform one-shot learning for code implementations. These developments aim to increase the efficiency and accuracy of Claude when generating or adapting code with minimal examples, thereby streamlining the coding process and reducing the need for extensive training data.

Business
📄 Towards Data Science

Building a Personal AI Agent in a couple of Hours

Recent advancements in AI development tools, such as Claude Code and Google AntiGravity, have significantly accelerated the ability of individual developers to create functional and practical prototypes. These platforms, along with their expanding ecosystems, enable users to quickly inspect, adapt, and build upon existing AI projects, demonstrating a new threshold in rapid AI prototyping. This shift underscores the increasing accessibility and efficiency of AI development, allowing for the creation of personalized AI agents within just a few hours, thereby democratizing AI innovation and reducing the time-to-market for new AI solutions.

Claude Google AI
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Ethics
📄 The Hacker News

OpenAI Patches ChatGPT Data Exfiltration Flaw and Codex GitHub Token Vulnerability

Check Point has identified a previously unknown vulnerability in OpenAI's ChatGPT that enables malicious prompts to covertly exfiltrate sensitive user data, including messages and uploaded files, without user awareness. This flaw allows a single malicious input to transform normal conversations into data leakage channels, posing significant privacy and security risks for users of the AI model.

Business
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Secure governance accelerates financial AI revenue growth

Financial institutions are shifting from viewing AI solely as a tool for efficiency to leveraging compliant, transparent AI solutions that can drive significant revenue growth and competitive advantage. The advent of generative AI and complex neural networks has heightened regulatory scrutiny, prompting banks and financial firms to prioritize safe, ethical AI deployment, model oversight, and legislative compliance to avoid operational risks. This evolving landscape underscores the importance of integrating governance frameworks that not only meet regulatory demands but also unlock commercial opportunities, transforming AI from a compliance burden into a strategic asset for market differentiation.

Ethics
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Glia wins Excellence Award for safer AI in banking

Glia has been awarded the 2026 Artificial Intelligence Excellence Award in the Banking and Financial Services category for its innovative AI-powered customer service platform tailored specifically for banking workflows. The platform leverages AI trained to address security and regulatory challenges, enabling financial institutions to automate up to 80% of customer interactions, thereby enhancing operational efficiency and customer engagement. This recognition underscores Glias focus on deploying practical, accountable AI solutions that deliver measurable value and build trust within the banking sector. By automating routine interactions, Glia allows banks and credit unions to free up human resources for more complex tasks such as strengthening

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