AI-native Archives

Tech Optimizer

June 6, 2026

Azure HorizonDB Enters Public Preview: Web IQ Already Powers Copilot and ChatGPT

Microsoft announced the public preview of Azure HorizonDB, a fully managed PostgreSQL-compatible database designed for agentic AI workloads, during Microsoft Build 2026 in San Francisco. HorizonDB features a "database-as-logs" architecture, allowing for sub-millisecond multi-zone commit latency and independent scaling of compute and storage. It incorporates a Rust-based storage engine, native DiskANN vector search, and in-database AI model invocation. Additionally, Microsoft launched Web IQ, a web-grounding API layer integrated into Microsoft Copilot and OpenAI's ChatGPT, which provides passage-level structured evidence objects rather than full documents. Web IQ is model-agnostic and aims to enhance information density and reduce costs. Both services are currently in limited availability, with HorizonDB open for preview signups across five Azure regions.

Tech Optimizer

June 6, 2026

Supabase Raises $500M at $10.5B to Accelerate Lead in Agentic Infrastructure

Supabase has secured 0 million in Series F funding, raising its post-money valuation to .5 billion. The funding round was led by GIC, with participation from investors including Accel, Y Combinator, Craft, Felicis, Peak XV, Coatue, Stripe, and Salesforce Ventures. This follows a Series E round just seven months prior, bringing the total capital raised to over 0 million. Supabase's user base has more than doubled since the Series E, with a 600% year-over-year increase in databases. The platform currently has over 250,000 customers and has seen a 370% growth in customer adoption for its Supabase for Platforms service. Supabase has also released a preview of Multigres, an open-source scaling layer for Postgres, which is available under the Apache 2.0 license. Founded in 2020, Supabase serves over 9 million developers and offers a comprehensive backend solution.

Tech Optimizer

June 5, 2026

Supabase Raises $500M Series F

Supabase has secured 0 million in a Series F funding round, raising its post-money valuation to .5 billion and bringing its total funding to over 0 million. The round was led by GIC, with participation from existing investors including Accel, Y Combinator, Craft, Felicis, Peak XV, and Coatue, as well as new investments from Stripe and Salesforce Ventures. The funds will be used to enhance Supabase's infrastructure and launch Multigres, an open-source horizontal scaling layer for Postgres. Supabase, founded in 2020 by CEO Paul Copplestone, provides a comprehensive suite of backend infrastructure tools for developers.

Winsage

June 3, 2026

Microsoft Brings AI Agents Directly Into the Windows Terminal

Microsoft has released Intelligent Terminal 0.1, an open-source variant of Windows Terminal that includes native agent functionality. It can be installed via the Microsoft Store or WinGet and operates alongside the existing Windows Terminal. Intelligent Terminal allows users to troubleshoot issues directly within the terminal by interacting with an AI agent that understands the terminal context. The tool features a persistent agent pane for seamless interaction, with GitHub Copilot CLI as the default agent, though it supports any ACP-compatible agent. Automatic error detection is included, providing users with relevant error context and potential fixes. An agent management panel helps users oversee multiple agents and their statuses. The Command Palette has been updated to facilitate agent interactions without disrupting the workflow. Microsoft plans to evolve Intelligent Terminal based on community feedback, with its GitHub repository open for contributions. The release also marks the phasing out of Terminal Chat in Windows Terminal Canary, while the mainline Windows Terminal remains unchanged.

Winsage

May 26, 2026

Microsoft argues Windows 11 is the AI OS where work actually happens, not where AI is added on top in a new ebook

Microsoft has released a 14-page e-book on the integration of artificial intelligence in Windows 11, promoting it as an "AI OS" essential for enterprise AI frameworks. The company asserts that Windows 11 will continue to evolve with AI features, despite concerns about scaling back Copilot. Microsoft emphasizes a strategic approach to AI, advocating for fewer but more effective tools integrated into existing workflows to enhance productivity. Key AI features in Windows 11 include voice and natural language processing, built-in AI experiences, and task progression agents. The "Ask Copilot" feature on the taskbar is highlighted as a tool to streamline tasks without switching applications. Microsoft cites a 2025 report indicating that 80% of the workforce faces challenges in completing tasks due to time constraints, while 82% of executives plan to implement AI agents to improve productivity.

Tech Optimizer

May 13, 2026

Databricks Syncs Postgres to Lakehouse Natively

Databricks has introduced Native Lakehouse Sync, currently in public preview, which enables direct replication of data from Lakebase Postgres into Unity Catalog managed tables, simplifying data transfer without traditional pipeline complexities. This feature operates natively within Lakebase, utilizing its Write-Ahead-Log (WAL) and requiring minimal setup time. It does not negatively impact Postgres performance or incur additional costs, and schema changes are automatically propagated. Native Lakehouse Sync supports agent-first development by scaling down when idle and integrating monitoring functions. Data transferred to Unity Catalog is immediately accessible for AI-native analytics and benefits from unified governance features. Every data operation is captured as SCD Type 2 history by default, facilitating compliance and audit processes. The setup of Lakebase and activation of sync is quick, allowing existing and future tables to be available in Unity Catalog within a minute.

Tech Optimizer

May 13, 2026

Nine Enterprise Security Solutions Certified in AV-Comparatives 2026 EDR Detection Validation Test

AV-Comparatives conducted the 2026 EDR Detection Validation Test, certifying nine enterprise solutions for their detection capabilities. The certified products include Bitdefender GravityZone Business Security Enterprise, ESET PROTECT Elite, Fortinet FortiEDR, G DATA 365 | MXDR, Genian Insight E, Kaspersky EDR Expert (on-premises), ManageEngine Endpoint Central with EDR, Palo Alto Networks Cortex XDR Pro, and Sangfor Athena AI-Native EPP. The evaluation focused on the effectiveness, consistency, and usability of detection capabilities, providing a clear overview of each product's performance in a realistic 14-stage Advanced Persistent Threat scenario. The assessment ensured that results were not influenced by prevention mechanisms and highlighted the role of AI in improving detection result readability and SOC efficiency.

Tech Optimizer

April 30, 2026

Inside the Architecture of an MCP Server for PostgreSQL

The Model Context Protocol (MCP) serves as a standard interface between large language models (LLMs) and external systems like PostgreSQL, emphasizing the importance of control over mere connectivity. An MCP server must act as a mediation and policy layer, enforcing security boundaries and ensuring that connections default to read-only. It should validate AI-generated SQL as untrusted input, encapsulate queries within transactions, and apply execution-time controls. The server must separate query generation from execution approval to manage operational costs and enforce guardrails on query types, such as limiting the number of rows returned. Token efficiency is crucial, with design considerations for compact data representation and schema introspection. In production, connection management is vital to prevent data leakage among multiple AI agents, and observability through logging executed queries and metadata is necessary for debugging and compliance. Long-running sessions require support for paginated responses to manage context effectively. Overall, the MCP server must integrate security, query safety, token efficiency, and observability into its design from the outset.

AppWizard

March 19, 2026

Google Labs’ Stitch is a design canvas that turns your voice into an app

Google has launched an upgraded version of Stitch, a tool from Google Labs aimed at improving user interface (UI) design through a concept called “vibe design,” which allows users to create designs using simple text prompts. Stitch utilizes Google’s Gemini models to interpret both text and visual inputs, enabling real-time design adjustments. It can produce editable design files and front-end code, integrating into existing engineering workflows. Currently in the experimental phase, Stitch aims to democratize design, allowing individuals without extensive expertise to contribute to UI development. Concerns have been raised about the potential for uniformity in design due to its streamlined approach.

Tech Optimizer

March 18, 2026

Microsoft promises all-in-one database wrangling hub on Fabric

Microsoft has launched a new database management tool called Database Hub, which is part of its Fabric data platform. This tool allows for the management of multiple databases using a single SQL engine and serves as a centralized location for overseeing various database services, including Azure SQL Server, Azure Cosmos DB, Azure Database for PostgreSQL, SQL Server with Azure Arc, and Azure Database for MySQL. Currently in early access, Database Hub aims to provide a unified management experience across on-premises, PaaS, and SaaS environments. The tool will incorporate AI capabilities to enhance database management, featuring "agent-assisted" and "human-in-the-loop" approaches for analyzing estate-wide signals. Microsoft’s LLM tool, Copilot, will offer insights into the database estate's status, including aggregate health views and trend analysis. However, specific details on the Database Hub's database tuning and optimization capabilities were not provided. Additionally, a study from Carnegie Mellon University indicated that vector embedding algorithms could improve the performance of PostgreSQL services significantly. Microsoft has also launched various database systems, including a document database platform based on PostgreSQL and a distributed PostgreSQL database service. Other vendors like Databricks and Snowflake have introduced their own transactional database services within their platforms.