search capabilities Archives

Tech Optimizer

June 17, 2026

Databricks Puts AI Search Inside Postgres

Databricks has introduced Lakebase Search, a feature that integrates advanced search capabilities into its Lakebase Postgres database, currently in beta on AWS and Azure. This feature aims to enhance AI agent development by embedding native retrieval functions within the data backend. It addresses the challenge of "Vector Bloat Cost" by utilizing tiered storage for optimized data access and retrieval efficiency. Lakebase Search includes two new Postgres extensions, lakebase_vector and lakebase_text, which enable hybrid search capabilities that combine vector and full-text search functionalities. This integration streamlines the AI agent loop, improving agent-first ergonomics and allowing developers to create more efficient AI systems.

Tech Optimizer

June 14, 2026

Neon vs Supabase 2026: $1B Deal, Scale-to-Zero

Neon and Supabase are two managed PostgreSQL platforms with distinct approaches. Neon adopts a serverless architecture that separates storage and compute, allowing databases to scale to zero when idle and enabling rapid database branching. Supabase, in contrast, provides a comprehensive backend-as-a-service that includes authentication, file storage, real-time subscriptions, and edge functions, all built around PostgreSQL. In 2025, Databricks acquired Neon for approximately billion, motivated by the observation that around 80% of databases created on Neon were generated by AI agents. Post-acquisition, users experienced reduced storage costs and improved pricing structures, although concerns arose regarding Neon's independence. Neon features instant database branching and a scale-to-zero capability, while Supabase offers a fully integrated backend with built-in authentication and storage. Neon operates on a usage-based pricing model, whereas Supabase has a flat-tier pricing structure. Both platforms support the pgvector extension for AI applications, but Supabase is fully open-source and allows for self-hosting, unlike Neon. The developer community recognizes Supabase for its ease of use and rapid application development capabilities, while Neon is praised for its innovative serverless features and cost efficiency. Migration between the two platforms is simplified due to their shared PostgreSQL foundation.

Winsage

June 12, 2026

Microsoft Releases a Record Seven Windows 11 Insider Builds

Microsoft's Windows Insider program has released seven Insider builds across all Channels, including two builds on the Beta and Release Preview Channels and three builds for the new Experimental Channel. The updates focus on the Experimental (25H2), Beta (25H2), and Release Preview (25H2) Channels. The new 26H1 builds mainly feature elements from the 25H2 builds and are intended for new ARM-based PCs. Key features include: - A less disruptive Windows Update experience requiring only one monthly restart. - Improved Windows Search capabilities for better typo handling. - A new screen tint accessibility feature to reduce eye strain. - Quieter Widgets that do not open on hover and have a smaller memory footprint. - Magnifier tool enhancements with preset zoom increments and direct input options. - Bluetooth connectivity improvements for better compatibility with select devices. - Voice Access and Voice Typing now available in French, German, and Spanish. - Customizable right-click settings for touchpads. The Release Preview Channel is testing an optional update for Windows 11 versions 25H2 and 24H2, set for release in late June.

Winsage

June 8, 2026

Is Microsoft finally going to de-spam Windows 11 search? It looks that way — and I’m shocked that my most-wanted change could be incoming

Microsoft is reportedly exploring the option to disable web results in the Windows 11 search feature, allowing users to turn off web-based search results, including those from Bing. Currently, Microsoft has deprioritized web results in Windows search, focusing on local files and relevant settings. The anticipated update is expected to roll out to Windows 11 testers within weeks, aiming to provide a cleaner search experience by eliminating unwanted web results and Microsoft Store recommendations.

AppWizard

June 7, 2026

I’m a sucker for clean UI — these are the 9 best-looking Android apps I’m using in 2026

Hacki for Hacker News is an open-source app with a sleek design, enhancing user experience for accessing Hacker News. Gradient Weather features stunning visuals with bold typography and animated headers for weather updates. PeakFinder uses augmented reality to identify mountain peaks with a minimalist aesthetic. Mako is a minimalist launcher with pastel themes and extensive customization options. Buzzkill offers vibrant notification management with a visually appealing interface. Zest is a to-do list app with an attractive design and organizational tools. Fotmob provides in-depth soccer statistics and real-time updates with customizable widgets. The Wikipedia app features an attractive interface for easy navigation of information. Txori is a time-management app with a retro-minimalist aesthetic and effective scheduling capabilities.

Winsage

June 7, 2026

Microsoft is letting you kill Bing in Windows 11 Search, after years of forcing it on every PC

Windows Search has been criticized for mixing local and web results, often prioritizing Bing over local applications or files. Microsoft is addressing this by allowing users to disable Bing integration and is developing a local-only version of Windows Search. This new feature will enable users to exclude web searches and Microsoft Store results, eliminating prompts for uninstalled applications. Enhancements being tested include a local search experience without interference from various services, faster search capabilities, prioritization of local results with minimal input, and support for substring searching. Users will be able to initiate local searches with just two characters, and substring searching will allow for more flexible file name searches.

AppWizard

June 6, 2026

Google TV’s screensaver is nice, but where oh where is my native Photos app?

Google TV features Ambient Mode, a screensaver that displays images from sources like NASA, Getty, and Google Arts & Culture, as well as photos from users' Google Photos libraries. However, there is no dedicated Google Photos app for Google TV, leading to a subpar experience for users trying to access their photos. Users can cast photos from Android devices or use Google’s search functionality, but these methods are often unreliable. Additionally, Google’s voice command feature, Gemini, is not universally available, complicating the search for photos. A dedicated Google Photos app would streamline access to collections and enhance the viewing experience, as competitors like Apple and Amazon offer more comprehensive photo viewing options. The lack of a native app is seen as a missed opportunity for Google TV to improve user experience.

AppWizard

June 6, 2026

Google Chrome tests another massive change to Search that puts AI in front

Google is testing a change to Chrome's Search experience that would prioritize AI Mode over traditional search engines. This experiment, conducted within Chrome Canary, introduces a feature labeled "Fulfill Searchbox queries in AI Mode." Recently, Google announced a significant update to its Search capabilities with Gemini 3.5 Flash, which allows users to interact with search queries in a more conversational manner and accommodates various input types, including images and videos. The rollout of "Search Profiles" enables users to discover content aligned with their interests. Testers can toggle the AI Mode feature, but there are concerns about the accuracy and comprehensiveness of AI-driven search results.

Tech Optimizer

June 6, 2026

PostgreSQL vs SQL Server 2026: $0 vs $15K License

PostgreSQL has become the most utilized database for developers for two consecutive years as of 2026, while SQL Server has introduced native AI capabilities and vector search functionalities in its latest release. PostgreSQL is favored for new projects due to its permissive licensing, cross-platform operation, and extensive ecosystem of extensions, whereas SQL Server is preferred by organizations already using Microsoft products for its robust tooling and enterprise support. As of June 2026, SQL Server ranks third in the DB-Engines popularity ranking with a score of 698, while PostgreSQL ranks fourth with a score of 688. Developer adoption trends show that 49% of respondents in the Stack Overflow 2024 Developer Survey use PostgreSQL, compared to 27% for SQL Server. The latest stable version of PostgreSQL is 18.4, released on May 14, 2026, while SQL Server 2025 (version 17.x) became generally available on November 18, 2025. PostgreSQL is free under a permissive license, while SQL Server's Enterprise Edition can cost upwards of ,123 per two-core pack, with an eight-core minimum. PostgreSQL supports various operating systems, including Linux, Windows, macOS, and BSD, while SQL Server operates on Windows and Linux. PostgreSQL uses PL/pgSQL as its primary procedural language, allowing for multiple procedural languages, whereas SQL Server uses T-SQL. PostgreSQL's JSONB type offers rich indexing, while SQL Server added native JSON support in its 2025 release. Both databases are capable of handling high transaction volumes, but PostgreSQL excels in read-heavy scenarios due to its multi-version concurrency control, while SQL Server's columnstore indexes provide advantages for analytical workloads. PostgreSQL supports tables up to 32 TB, while SQL Server can handle a maximum database size of 524 PB. SQL Server's high availability technology includes Always On Availability Groups, while PostgreSQL offers built-in streaming and logical replication. The security features of both databases meet enterprise standards, with PostgreSQL providing a transparent patching process and SQL Server integrating with Microsoft tools. Real-world usage examples include Stack Overflow using SQL Server, while Instagram and Reddit utilize PostgreSQL. Developer sentiment increasingly favors PostgreSQL for new projects, emphasizing flexibility and open-source solutions. For new startups or greenfield projects, PostgreSQL is recommended due to its zero license cost and compatibility. Existing Microsoft enterprises are advised to stick with SQL Server for its integration benefits. Migration from SQL Server to PostgreSQL is becoming common, with a structured approach required for successful transitions.

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.