semantic search

Winsage
March 16, 2026
Microsoft has halted plans to integrate Copilot into Windows 11 system interfaces, including notifications, Settings, and File Explorer. These features, initially announced in 2024, never reached the market. A Microsoft spokesperson indicated that feature development may involve private previews and public iterations, with potential changes or removals based on customer feedback. The anticipated Copilot features did not materialize, and after the delay of Windows Recall, resources were reallocated to address related issues. AI functionality later appeared in Settings and File Explorer without the Copilot branding, with new features such as semantic search and an AI actions menu that delegate tasks to other applications. The feature for Copilot suggestions in notifications has been canceled, and Microsoft has no plans to release it under the Copilot name. The company is shifting away from the Copilot branding in Windows 11, focusing on Microsoft 365 integrations and minimizing AI presence in response to user feedback and stock value concerns. Future AI features will be optional and easier to disable.
Winsage
March 11, 2026
The anticipated release of Windows 12, rumored for 2026, has sparked speculation about a potential migration of users to Linux. Microsoft’s history with Windows shows a cycle of launching resource-intensive operating systems, leading to user dissatisfaction and exploration of alternatives. The end of support for Windows 10 has increased interest in open-source systems like Linux. The integration of artificial intelligence in Windows 12 may complicate user experiences, potentially driving users away due to increased demands and complexities. In contrast, Linux is evolving to offer a user-friendly experience without advertisements or the need for costly hardware upgrades, making it an appealing alternative for disenchanted Windows users.
Tech Optimizer
December 20, 2025
Tiger Data has released pg_textsearch as an open-source extension under The PostgreSQL License on GitHub, previously exclusive to Tiger Cloud. This extension allows developers to perform BM25 relevance-ranked keyword searches directly within PostgreSQL, eliminating the need for external search systems like Elasticsearch. Notable features of pg_textsearch include support for 29+ languages, compatibility with partitioned tables, intuitive SQL syntax, a memtable architecture for optimized indexing, and adjustable BM25 ranking parameters. Tiger Data aims to develop a comprehensive Postgres Search Stack that integrates keyword and vector search capabilities.
Winsage
December 19, 2025
Microsoft Windows 11 Pro is available for purchase at a discounted price of .97, down from the regular price of 9, representing a 94% discount. The operating system offers features such as robust security, professional productivity tools, exceptional gaming capabilities, and advanced AI features through Microsoft Copilot.
Winsage
October 6, 2025
Microsoft's Windows operating system has seen significant evolution through its major releases. Windows 12 is expected to be announced in June 2025, with an official release anticipated in October 2025. The Microsoft Insider Program will facilitate early access to Windows 12 builds, and public previews will help address bugs before the consumer launch. Rumored features for Windows 12 include a modernized user interface with Fluent Design 3.0, an integrated AI assistant called Windows Copilot, enhanced security measures like Hardware Root-of-Trust, and improved app compatibility for legacy and Android apps. The expected hardware requirements for Windows 12 will be higher than those for Windows 11, with a minimum processor speed of 1.5 GHz, 8 GB of RAM, and 128 GB of recommended storage. Windows 12 will focus on enterprise and educational adoption, offering tools for deployment and management, while also emphasizing sustainability through energy-efficient practices. The projected adoption rates suggest that by 2027, Windows 12 could reach 600 million installs, representing 60% of Windows devices. Potential challenges include legacy support issues and a learning curve associated with new automation features.
Tech Optimizer
October 6, 2025
Supabase has secured 0 million in Series E funding, co-led by Accel and Peak XV, raising its valuation to billion. The company offers Multigres, an AI-optimized version of PostgreSQL, and pgvector, a Postgres extension for embedding support. Supabase's user base has grown from 2 million to over 4 million developers, with more than 100,000 customers. The team includes Sugu Sougoumarane, co-creator of Vitess, and other notable contributors. Supabase emphasizes open source and community investment, allocating part of its funding for this purpose. The upcoming Multigres expansion aims to enhance performance for both small and large applications.
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