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7 Reasons PostgreSQL is a Great Choice for AI Projects
Tech Optimizer
March 19, 2025

7 Reasons PostgreSQL is a Great Choice for AI Projects

PostgreSQL, or Postgres, is increasingly recognized as a leading choice for AI projects due to its strong integration capabilities, cost-effectiveness, and scalability. It supports vector similarity search essential for AI tasks through extensions like pgvector, which simplifies storage and querying of vectors. The latest pgvector version 0.8.0 introduced enhancements such as iterative index scans and improved cost estimation. PostgreSQL optimizes query performance with various index types, including B-tree, Hash, BRIN, GiST, and SP-GiST indexes, and allows for custom index creation. It also features native JSON and NoSQL capabilities, enabling efficient handling of semi-structured data. Parallel processing and query execution are supported, allowing faster data processing on multi-core machines. Scalable and distributed computing options are available, including Multi-Master Asynchronous Replication and Multi-Master Sharded PostgreSQL, catering to the growing demand for AI applications. PostgreSQL ensures AI data security and compliance through Access Control Lists, Row Level Security, and Transparent Data Encryption. Its open-source nature allows for flexibility and integration with AI frameworks, making it a cost-effective alternative to proprietary databases. PostgreSQL was recognized as the Most Popular Database in the 2024 Stack Overflow Developer Survey, reflecting its strong adoption and evolving capabilities in AI projects.
Maximize Your Data Security With the Best Antivirus for Windows in 2025
Tech Optimizer
March 13, 2025

Maximize Your Data Security With the Best Antivirus for Windows in 2025

Antivirus software should effectively block malware threats and receive regular updates. It is advisable to choose software with high ratings from reputable labs like AV-Test. The software should not consume excessive system resources, and personal testing through free trials is recommended. Antivirus solutions monitor user activities to identify and neutralize threats, prioritizing user privacy by anonymizing data and not selling it. Many providers offer bundled services, including ransomware protection, phishing protection, password managers, VPNs, safe browsing tools, parental controls, and identity theft protection. While bundles can save time and money, individual tools may be more suitable for specific needs. Leading antivirus solutions for Windows often extend protection to Android, iOS, and MacOS, though some features may be limited on non-Windows platforms. Initial discounts for antivirus solutions may lead to higher renewal prices, and plans typically cater to multiple devices, with options for single or dual-device plans available.
8 reasons to stop using Windows Search and use Everything instead
Winsage
March 11, 2025

8 reasons to stop using Windows Search and use Everything instead

The search functionality in Windows 11 has been improved, but users may still experience slow performance or difficulty finding files. An alternative is Everything, a free utility by Voidtools that efficiently finds files and folders by indexing their names and continuously tracking changes. It has a lightweight design that minimizes resource usage, making it suitable for older PCs. Everything provides almost instantaneous search results by indexing the entire local drive, displays hidden files by default, and offers easy installation. It features real-time indexing, allowing immediate updates when files are modified, and has a portable version for use on different computers. Additionally, Everything can index network drives for efficient searches across shared devices. It is free to use, ad-free, and does not contain bloatware, with donations accepted to support the developer.
Available today: DeepSeek R1 7B & 14B distilled models for Copilot+ PCs via Azure AI Foundry – further expanding AI on the edge
Winsage
March 4, 2025

Available today: DeepSeek R1 7B & 14B distilled models for Copilot+ PCs via Azure AI Foundry – further expanding AI on the edge

Microsoft is launching the DeepSeek R1 7B and 14B distilled models via Azure AI Foundry, following the introduction of NPU-optimized versions of the DeepSeek-R1 1.5B model for Copilot+ PCs. These models will be available on Copilot+ PCs powered by Qualcomm Snapdragon X, Intel Core Ultra 200V, and AMD Ryzen processors. The NPUs in these PCs can execute over 40 trillion operations per second and are designed for efficient local AI model execution, minimizing battery and resource consumption. The DeepSeek models utilize 4-bit block-wise quantization and int4 per-channel quantization for enhanced performance. Developers can access all distilled variants of the DeepSeek models through the AI Toolkit VS Code extension, allowing for local deployment and experimentation. Copilot+ PCs combine local computing capabilities with Azure's resources, facilitating a new paradigm of continuous computing for AI applications.
5 reasons to use Process Explorer instead of the default Task Manager on Windows
Winsage
March 3, 2025

5 reasons to use Process Explorer instead of the default Task Manager on Windows

Process Explorer is a tool from the Sysinternals Suite that serves as an alternative to the Windows Task Manager, providing advanced system monitoring and troubleshooting capabilities. It offers detailed information about processes, including paths and descriptions, and allows users to inspect or delete files. The tool integrates with VirusTotal to scan running processes for malware, provides real-time monitoring of CPU, GPU, RAM, and I/O activity with precise graphs, and enables users to forcefully kill stubborn processes or terminate entire process trees. Additionally, it helps users identify which processes are using locked files, facilitating better file management.
What's New in Postgres Pro Enterprise 17: From Proxima to Intelligent Data Management
Tech Optimizer
February 27, 2025

What’s New in Postgres Pro Enterprise 17: From Proxima to Intelligent Data Management

Proxima integrates connection pooling, query proxying, and load balancing into the Postgres Pro Enterprise DBMS, enhancing efficiency and minimizing latency. It establishes multiple connections for client sessions, optimizes resource usage, and alleviates server burdens. Proxima redirects client queries to the leader node in a BiHA cluster, automating cluster topology management. Load balancing is under development to prevent overload on replicas. The pgpro_queue extension facilitates asynchronous message processing directly within the database, ensuring transactionality, prioritization, filtering, and reliable message storage. Postgres Pro 17 Enterprise introduces enhanced query plan management tools, including the pgpro_multiplan extension for storing multiple execution plans and a query registration assistant for managing queries. Adaptive Query Execution (AQE) and Adaptive Query Optimization (AQO Enterprise) improve complex query execution by dynamically rescheduling long-running queries and correcting planner errors based on execution history. Security enhancements include the pgpro_usage extension for tracking database object usage and identifying unnecessary access rights. The pgpro_ilm extension automates storage optimization by relocating rarely accessed data and compressing it. Infrastructure improvements include BiHA enhancements, multimaster support, and improved management of partitioned tables, along with the updated PPEM 2.0 for better UI and automatic instance tuning.
5 reasons you shouldn't use Windows as a NAS OS
Winsage
February 18, 2025

5 reasons you shouldn’t use Windows as a NAS OS

The author transformed a mini PC into a basic Network Attached Storage (NAS) solution using a standard Windows installation. While Windows can work for simple setups, it is generally inefficient for NAS due to its resource usage, lack of native ZFS support, forced updates, complicated Docker and VM management, and clunky remote access. Windows runs unnecessary background services that consume RAM and storage, while dedicated NAS software optimizes performance. Windows does not support ZFS natively, which is beneficial for data integrity and features like compression and encryption. Windows updates can disrupt services due to their unpredictable nature, unlike dedicated NAS systems that allow for scheduled updates. Managing Docker containers or virtual machines is more complex on Windows compared to Linux, which is better suited for these tasks. Remote access on Windows requires cumbersome setups, while Linux offers easier SSH access and web interfaces for management.
9 SysInternals tools that should be built into Windows
Winsage
February 11, 2025

9 SysInternals tools that should be built into Windows

Windows is a popular operating system known for its versatility but often lacks advanced troubleshooting and system monitoring tools. SysInternals is a suite of utilities developed by Microsoft for power users and IT professionals, offering enhanced control over systems. Key tools in the SysInternals suite include: - Process Explorer (procexp.exe): Provides a detailed overview of running processes, including resource usage and file access, and allows users to identify locked files and potential malware. - Process Monitor (procmon.exe): Records file system, registry, and process activities in real-time, with filtering options to diagnose performance issues and application errors. - Autoruns (autoruns.exe): Displays all startup programs and processes, allowing users to disable or delete unnecessary entries to improve performance and security. - TCPView (tcpview.exe): Shows active TCP and UDP connections, detailing which processes are using network connections, enabling users to manage network activity. - SDelete (sdelete.exe): A command-line tool for secure file deletion that overwrites data to prevent recovery, useful for safeguarding sensitive information. - ZoomIt (zoomit.exe): Enhances presentations by allowing users to zoom in on screen areas and annotate, beneficial for educators and IT professionals. - RamMap (rammap.exe): Analyzes physical memory allocation, helping identify memory leaks and inefficient usage. - PendMoves (pendmoves.exe): Lists files scheduled for movement or deletion upon reboot, aiding in troubleshooting file modification issues. - BgInfo (bginfo.exe): Generates a desktop background displaying vital system information, customizable for user needs. The integration of these tools into Windows would enhance its diagnostic and troubleshooting capabilities, benefiting both everyday and power users.
5 built-in tools to use when troubleshooting Windows problems
Winsage
February 10, 2025

5 built-in tools to use when troubleshooting Windows problems

Windows 11 is known for its stability and secure upgrade process, allowing seamless rollback to previous versions if issues occur. It includes troubleshooting tools like Event Viewer, which consolidates system event logs and helps identify causes of failures; Task Manager, which displays active applications and performance metrics; Resource Monitor, providing real-time data on resource usage; Command Prompt, enabling execution of diagnostic commands; and PowerShell, offering advanced scripting and automation capabilities. These tools assist users in diagnosing and resolving Windows-related issues effectively.
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