language models

AppWizard
January 29, 2026
News Group Newspapers Limited has reminded users of its strict policies against automated access to its content, prohibiting data mining and activities related to artificial intelligence, machine learning, or large language models. For commercial use inquiries, users can contact crawlpermission@news.co.uk. Legitimate users mistakenly flagged by the system are encouraged to reach out to customer support at help@thesun.co.uk for clarification.
Tech Optimizer
January 27, 2026
EnterpriseDB (EDB) has released a publication titled "Building a Data and AI Platform with PostgreSQL," authored by experts in PostgreSQL and data platforms. The book aims to guide executives and architects in transitioning generative and agentic AI into production-ready platforms. Research from EDB shows that while 95% of organizations plan to establish AI platforms in the next three years, only 35% currently use PostgreSQL for complex workloads, with just 13% achieving success at scale. The book emphasizes the importance of foundational platform design for successful AI deployment and offers a framework for establishing a platform mindset, identifying necessary architecture and governance, and mitigating data challenges. It has received endorsements from industry leaders, highlighting its practical guidance for moving AI from pilot projects to production. The book is available for purchase and will be distributed at the NVIDIA GTC 2026 conference.
Winsage
January 1, 2026
Microsoft is transitioning its Windows operating system to an "AI-native" platform, embedding AI capabilities directly into the Windows kernel, marking a significant architectural shift not seen in three decades. This new approach, called the "Agentic OS," allows AI to manage files, system settings, and workflows proactively. The updated kernel, partially rewritten in Rust, includes a new NPU-aware scheduler that treats the Neural Processing Unit as a primary resource. Microsoft has introduced "Agent Workspace" and "Agent Accounts" for autonomous agents, ensuring actions are logged and audited for compliance. Communication between agents and the system is facilitated by the Model Context Protocol (MCP). Hardware requirements for the new OS have increased, with benchmarks set for NPUs achieving 80 to 100 TOPS. Major PC manufacturers are adjusting their portfolios to accommodate "Agentic PCs." The competitive landscape is evolving, with companies like Alphabet and Apple developing their own AI-native platforms. The introduction of the AI-native kernel raises privacy and security concerns, with Microsoft implementing measures to restrict third-party access to the kernel. Future updates may include "self-healing" capabilities and "Cross-Device Agency," leading to a more integrated personal AI experience.
AppWizard
December 30, 2025
At the I/O 2025 event, Google presented Project Astra, showcasing its AI, Gemini, which can control Android devices to perform tasks like retrieving web content, playing YouTube videos, managing emails, and making phone calls. The demonstration illustrated Gemini's ability to navigate PDFs and transition between apps. Google introduced a Computer Use model for developers, enabling Gemini to interact with user interfaces in a human-like manner, currently optimized for web browsers. Apple is also enhancing Siri's capabilities to perform actions across multiple apps using voice commands. Google's approach is more generalized and not reliant on prior integrations, aiming to improve user interaction. The new Google Assistant, introduced in 2019, promised to allow voice operation of phones and multitasking across apps but faced challenges and limited adoption. Advancements in generative AI may enable more conversational command issuance, potentially addressing previous limitations. The integration of this technology could significantly impact wearable devices, allowing for phone control and information relay from secondary devices. The future of voice control as a primary interaction method for smartphones remains uncertain.
Tech Optimizer
December 24, 2025
An open-source toolkit called the pgEdge Agentic AI Toolkit for Postgres has been released in beta to facilitate the development of agentic AI applications on standard PostgreSQL infrastructure. It addresses the challenges of transitioning from prototype applications to production systems that meet enterprise-level standards for database, security, and regulatory compliance. The toolkit supports various deployment environments, including on-premises and self-managed cloud setups, and is particularly useful for organizations requiring high availability, control over data residency, or air-gapped operations. It includes a Model Context Protocol (MCP) Server for secure connections between AI agents and PostgreSQL databases, natural-language agents accessible via CLI and web interfaces, and a suite of Postgres extensions for AI workloads. Key features include automated vector embedding generation, a Retrieval-Augmented Generation (RAG) API server, document ingestion utilities, and hybrid semantic and full-text search. The toolkit is compatible with recent PostgreSQL versions and is fully open source under the Postgres license, with enterprise support for pgEdge subscribers and a managed cloud version expected in early 2026.
Tech Optimizer
December 23, 2025
Tiger Data, formerly known as Timescale, has released a preview version of pg_textsearch, an open-source extension for PostgreSQL that uses the BM25 algorithm to improve keyword search relevance and performance. The project quickly gained over 1,800 stars on GitHub. The rebranding reflects a strategic shift from a focus on time-series databases to a broader scope, including cloud offerings and PostgreSQL for various applications. The pg_textsearch extension addresses the need for enhanced search capabilities in PostgreSQL, particularly for AI applications, as customers sought a general-purpose search primitive. The BM25 algorithm improves relevance ranking in information retrieval systems, offering features like inverse document frequency and term frequency saturation. The extension is compatible with PostgreSQL versions 17 and 18 and enhances performance for large datasets. Development of pg_textsearch began in October, utilizing AI tools to streamline the process, with a production-ready version expected early next year.
AppWizard
December 15, 2025
News Group Newspapers Limited has issued a notice regarding the prohibition of automated access, collection, or mining of content from its services, as stated in their terms and conditions. The organization acknowledges that legitimate human activity may sometimes be misinterpreted as automated behavior and encourages users to contact customer support if they believe this is the case. The policy against automated access applies to applications like artificial intelligence and machine learning. For commercial use inquiries, parties should contact crawlpermission@news.co.uk.
Tech Optimizer
December 2, 2025
Artificial Intelligence (AI) is transforming the cybersecurity landscape by enabling sophisticated cyberattacks, such as ransomware and deepfakes. Ransomware has evolved from manual coding to AI-driven automation, making attacks more efficient and harder to stop. AI automates the targeting of victims by analyzing large datasets to identify vulnerabilities. Machine learning allows malware to change its form to evade detection, and ransomware can operate autonomously within networks. Phishing attacks have become more convincing through AI-generated messages that mimic real communications. Deepfakes can create realistic impersonations, leading to financial fraud and extortion, as demonstrated by a 2024 incident resulting in a million loss. Deepfakes also pose risks for manipulation and disinformation, affecting public perception and market dynamics. On the defensive side, AI is utilized in cybersecurity to detect and prevent attacks through anomaly detection, zero-trust security models, and advanced authentication methods. Human training and awareness are crucial for recognizing AI-generated threats. Effective defense requires regulations, shared accountability, and preparedness within organizations, including continuous monitoring and employee training. Collaboration between public agencies and private security firms is essential for a robust response to cyber threats.
Winsage
December 1, 2025
Microsoft has introduced agentic AI capabilities for Windows 11 through the 26220.7262 update, aligning with the trend of using large language models to enhance user experiences. The company has warned about potential risks associated with these new features, including the possibility of "hallucinations" and "novel security risks," specifically highlighting a vulnerability known as cross-prompt injection (XPIA). This flaw could allow malicious content to override agent instructions, leading to unintended actions like data exfiltration or malware installation. Microsoft’s move to integrate these AI features reflects a response to competitive pressures in the tech industry, despite the known flaws and security vulnerabilities associated with them.
Winsage
December 1, 2025
Microsoft is updating its Notepad application by enhancing the integration of AI through the Copilot feature, introducing a "streaming" capability that allows users to see text generated in real-time. This feature is currently being rolled out exclusively for Copilot+ PCs but will eventually extend to all regular PCs capable of running Windows 11. The AI integration in Notepad is designed to be an optional feature, though it is turned on by default, allowing users to access functions like Write, Rewrite, Customized Rewrite, and Summarize. Users can disable the AI functionality by going to Settings > Copilot, although the Copilot components will remain embedded within the application.
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