MCP Archives

Tech Optimizer

March 13, 2026

New infosec products of the week: March 13, 2026

Singulr AI has launched Agent Pulse, providing runtime governance and visibility for AI agents. Terra Security introduced Terra Portal, a desktop application that accelerates vulnerability discovery in live production environments. Mend.io released System Prompt Hardening to address weaknesses in AI system prompts. OPSWAT rolled out MetaDefender Aether, an AI-driven decision engine for rapid zero-day detection at the perimeter level. Vicarius announced vIntelligence, integrating agentic intelligence and continuous validation into its security offerings. Binary Defense launched NightBeacon, an AI-enhanced security operations platform for SOCs. SOC Prime introduced DetectFlow Enterprise, shifting threat detection to the data ingestion layer for real-time identification.

Tech Optimizer

March 11, 2026

Moving AI apps from prototype to production requires enterprise-grade postgres infrastructure

By 2024, 78% of organizations are expected to utilize AI, a significant increase from previous years. However, 90% of technology leaders struggle to measure the return on investment from AI initiatives. Traditional databases are inadequate for AI applications due to limitations in features like vector similarity search and semantic retrieval. Many organizations face challenges in integrating AI applications with existing databases, particularly when migrating legacy systems to the cloud. Security and compliance are critical for AI applications in regulated industries, requiring audit trails, data encryption, and adherence to standards like HIPAA and GDPR. The absence of dedicated vendors for transitioning AI from prototyping to production is notable, with no Postgres vendor focusing solely on AI integration until recently. Anthropic's open-source Model Context Protocol (MCP) has emerged as a standard for connecting AI agents to data sources, easing integration challenges. The underlying database architecture is crucial for supporting enterprise-grade AI applications, with Postgres being a common choice. The pgEdge Agentic AI Toolkit for Postgres provides a solution for building production-ready AI applications while ensuring availability, security, and compliance.

AppWizard

February 26, 2026

Google Outlines How AI Agents Will Interact with Android Apps

Google is enhancing Android apps to align with user expectations for artificial intelligence, similar to advancements in Windows 11. Developers received a preview of this initiative, which includes a new feature called AppFunctions. This feature allows Android apps to expose public interfaces for specific functionalities, enabling seamless interaction with AI agents and system-level services. AppFunctions are analogous to the Model Context Protocol (MCP) for cloud-based AI interconnectivity and will be accessible through Google's Jetpack library and platform APIs, ensuring local interactions on devices. AppFunctions are currently in early development, with initial examples implemented in the upcoming Gemini version for the Samsung Galaxy S26 series and other Samsung devices running OneUI 8.5 and higher. Users will interact with Calendar, Notes, and Tasks using AppFunctions to streamline activities. Google is launching an early preview of AppFunctions through a beta feature in the Gemini app, available on the Galaxy S26 series and select Pixel 10 devices, allowing users to delegate tasks to AI agents by double-pressing the power button. The initial rollout will focus on apps in food delivery, grocery, and rideshare sectors in the US and Korea. AppFunctions are expected to be integrated into Android 17, with a stable release anticipated around mid-year.

AppWizard

February 26, 2026

Google details MCP-like ‘AppFunctions’ that let Gemini use Android apps

Google has introduced early-stage developer capabilities for Android aimed at connecting applications with intelligent agents and personalized assistants, specifically Google Gemini, while prioritizing privacy and security. A key feature of this initiative is AppFunctions, introduced with Android 16, which allows applications to expose specific capabilities for access by agent apps, enabling seamless task execution on devices. Developers can define app functionalities for AI assistants, facilitating various use cases such as task management, media creation, cross-app workflows, and calendar scheduling. A practical example includes the Samsung Gallery app, where users can request specific photos through Gemini, which triggers the appropriate function to retrieve them. Additionally, Google is advancing a UI automation framework for AI agents, allowing for the execution of generic tasks across applications with minimal coding. Future expansions of these capabilities are planned for Android 17, with ongoing collaboration with select app developers to enhance user experiences.

Tech Optimizer

February 14, 2026

PostgreSQL on Azure supercharged for AI

Over 80% of developers now incorporate AI tools into their workflows. PostgreSQL is preferred by 78.6% of developers engaged in AI and real-time applications. Microsoft has enhanced its PostgreSQL managed services to meet contemporary developer needs, contributing over 500 commits to the open-source project. The Azure Database for PostgreSQL supports both lift-and-shift and new open-source workloads, while the newly introduced Azure HorizonDB is designed for AI-native workloads. Developers can provision PostgreSQL instances directly from Visual Studio Code, and GitHub Copilot assists in writing and optimizing SQL queries. Azure Database for PostgreSQL facilitates integration with Microsoft Foundry for AI applications and supports high-performance similarity search with DiskANN vector indexing. PostgreSQL 18 is now available on Azure, offering enhanced performance and scalability. Nasdaq has modernized its Boardvantage platform using Azure Database for PostgreSQL and Microsoft Foundry to integrate AI for governance tasks. Azure HorizonDB is a fully managed PostgreSQL-compatible service designed for AI-native workloads, currently in private preview.

Winsage

January 1, 2026

Windows Reborn: Microsoft Moves Copilot into the Kernel, Launching the Era of the AI-Native OS

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.

Tech Optimizer

December 24, 2025

Toolkit Brings Agentic AI Workloads To Enterprise Postgres Environments – Open Source For You

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.

Winsage

December 21, 2025

Windows 11 gets a December Insider update packed with new features and AI upgrades — reveals Microsoft’s next big push. Here’s everything that is new.

Microsoft has slowed down the development of Windows 11 but released several preview builds through the Windows Insider Program in December 2025, showcasing various enhancements. Key updates include: - Model Context Protocol (MCP): Introduced in build 26220.7344, allowing AI agents to communicate with applications and tools via a secure on-device registry. It includes the File Explorer Connector for managing files through natural language searches and the Windows Settings Connector for navigating settings. - Unified Update Orchestration Platform (UOP): Provides a consistent update experience for developers through the Settings app. - Windows MIDI Services: Rollout of a new MIDI API, Service, and SDK, supporting MIDI 1.0 and MIDI 2.0 devices with enhancements like app-to-app MIDI support. - Xbox Full Screen Experience (FSE): Expanded to additional handheld gaming devices, replicating console gaming on PCs. - Settings app with AI agent: Enhanced navigation and modification of settings with an integrated AI agent. - File Explorer dark mode improvements: Extended dark mode to various elements and improved search functionality using AI. - Drag Tray disable option: Users can now disable the Drag Tray feature through Settings. - Mobile Devices settings integration: Features for managing mobile devices are now integrated within the Settings app. - Virtual Workspaces in Advanced settings: New access to manage virtualization features without using the legacy "Windows Features" page. - Keyboard and text cursor settings: New settings added for customizing keyboard and cursor behavior. - Quick Machine Recovery improvements: Now enabled by default on Windows 11 Home and Pro editions. - Windows Studio Effects compatibility: Expanded to more camera hardware for improved user appearance. - Windows Spotlight for desktop changes: New context menu options for wallpaper changes and additional details. - Taskbar with Ask Copilot: A toggle to replace Windows Search with AI-driven searches. - Taskbar with AI agents: AI agents can function as apps in the Taskbar, providing real-time updates. - Windows 11 Agent Launchers: A framework for registering AI agents within the OS. - Narrator customization: Users can select which properties are announced while navigating applications. - Voice Typing animation: New animation for the dictation key in the Touch Keyboard and a "Discover Windows" widget added. - Voice Access streamlined setup: Simplified setup process for Voice Access. The Windows Insider Program will pause further builds until January.

Tech Optimizer

December 18, 2025

pgEdge Announces pgEdge Agentic AI Toolkit for Postgres

pgEdge has released the beta version of its Agentic AI Toolkit for Postgres, aimed at developers building Agentic AI applications with high availability, security, and data sovereignty requirements. The toolkit includes features such as a fully featured MCP Server compatible with standard Postgres versions, Natural Language Agents for data querying, pgEdge-vectorizer for text chunking and vector embeddings, a pgEdge RAG Server for Retrieval-Augmented Generation, and a pgEdge-docloader for making initial material searchable. It also supports locally hosted models and high availability for various workloads, and is compatible with PostgreSQL versions 16, 17, and 18. The toolkit is available for free to all Postgres users, with support for paid subscribers of pgEdge Enterprise and Distributed Postgres. It will be included in the pgEdge Cloud managed service by Q1 2026.

Tech Optimizer

December 12, 2025

Agentic Postgres: Postgres for Agentic Apps with Fast Forking and AI-Ready Features

Tiger Data has launched Agentic Postgres, a database solution built on Postgres for AI agents and developers. It features rapid forking capabilities, a multi-channel processing (MCP) server, and native support for BM25 and vector searches via a command-line interface (CLI). The MCP server allows users to interact with agents through high-level prompts for tasks like schema design. Agentic Postgres includes two advanced plugins to enhance search functionalities: an upgraded pgvectorscale for improved indexing and pg_textsearch for BM25 keyword ranking. The core of the platform is Fluid Storage, a distributed storage system that enables rapid, zero-copy forks of production data. Tiger Data highlights the importance of fluidity in database management for agentic software, which requires quick scaling and modifications. The growing needs of developers for integrated solutions reflect a shift due to AI advancements. Competitors in the market include Firebolt, Weaviate, and Qdrant. A free tier for Agentic Postgres is available, offering access to various features with limitations.