structure

Tech Optimizer
May 16, 2025
Databricks acquired the privately held serverless PostgreSQL startup Neon for approximately billion. Neon, founded in 2022, had previously raised million in a Series B funding round. Over 80% of the databases generated on Neon's platform were initiated by AI agents. PostgreSQL, an established relational database platform, is ranked as the fourth most popular database as of 2025. Serverless PostgreSQL offers operational simplicity, allowing on-demand resource allocation, which is particularly beneficial for AI-centric projects. Major cloud providers, including Google, Microsoft, and AWS, offer serverless PostgreSQL services. Databricks aims to build a developer and AI-agent-friendly database platform with this acquisition. Serverless architectures excel in handling short bursts and smaller workloads, providing rapid scalability, but may present challenges in data management. Neon’s model enhances appeal for developers by distinguishing between storage and compute, facilitating automated scaling. The acquisition indicates a shift in infrastructure requirements for successful AI implementation, highlighting the need for flexible, instantly scalable serverless solutions.
AppWizard
May 14, 2025
APK stands for Android Application Package, which is a file format essential for distributing, installing, and managing mobile applications on the Android platform. An APK contains all the necessary code, resources, and instructions for an app to run on Android devices. Key components of an APK include DEX files (app code), assets and resources (images, sounds, layouts), certificates and security signatures (for verification), and the AndroidManifest.xml file (which outlines permissions and components). When an app is installed, the APK is unpacked, permissions are granted, and its integrity is verified through digital signatures. APK files support various applications and games, allowing for manual installations and updates, and they ensure universal compatibility across devices. Users can adjust security settings to allow installations from unknown sources, but Android restricts this by default for safety.
Tech Optimizer
May 14, 2025
Databricks intends to acquire Neon, a leader in serverless Postgres technology, to enhance its database and developer experience. The database market is valued at over [openai_gpt model="gpt-4o-mini" prompt="Summarize the content and extract only the fact described in the text bellow. The summary shall NOT include a title, introduction and conclusion. Text: Databricks, a prominent player in the Data and AI landscape, has announced its intention to acquire Neon, a leading innovator in serverless Postgres technology. This strategic move comes as the database market, valued at over 0 billion, stands on the brink of significant transformation driven by advancements in AI. Databricks aims to enhance Neon's database and developer experience, catering to both existing and prospective customers and partners. Neon: An Open, Serverless Foundation for Developers and AI Agents In the evolving landscape of software development, AI agents are becoming indispensable. Neon is specifically designed to facilitate the workflows of these agents. Recent telemetry data indicates that more than 80 percent of databases provisioned on Neon are generated automatically by AI agents, highlighting the rapid growth of agent-driven workloads. These workloads present distinct characteristics that set them apart from traditional human-driven processes: Speed + flexibility: AI agents operate at machine speed, eliminating the bottlenecks often associated with traditional database provisioning. Neon's capability to launch a fully isolated Postgres instance in under 500 milliseconds, along with its support for instant branching and forking of database schemas and data, ensures that experiments can be conducted without disrupting production environments. Cost proportionality: The demand for a cost structure that scales with usage is paramount for agents. Neon's architecture separates compute and storage, allowing for a total cost of ownership that aligns with the actual queries executed across thousands of ephemeral databases. Open source ecosystem: AI agents thrive in an environment that leverages the extensive Postgres community. Neon is fully compatible with Postgres and integrates seamlessly with popular extensions. Ali Ghodsi, Co-Founder and CEO of Databricks, remarked on the significance of this acquisition: "The era of AI-native, agent-driven applications is reshaping what a database must do. Neon exemplifies this shift, with four out of five databases on their platform being created by code rather than human intervention. By integrating Neon into Databricks, we are providing developers with a serverless Postgres solution that meets the demands of agentic speed, flexible economics, and the openness of the Postgres community." Databricks and Neon's Shared Vision The collaboration between Databricks and Neon aims to dismantle the conventional constraints of databases that require simultaneous scaling of compute and storage, a limitation that can impede AI workloads. The fusion of Neon's serverless Postgres architecture with the Databricks Data Intelligence Platform is set to empower developers and enterprise teams to efficiently construct and deploy AI agent systems. This integration not only mitigates performance bottlenecks associated with numerous concurrent agents but also streamlines infrastructure, reduces costs, and fosters innovation—all while maintaining Databricks' core principles of security, governance, and scalability. Nikita Shamgunov, CEO of Neon, expressed optimism about the future: "Four years ago, we set out to build the best serverless Postgres for the cloud, highly scalable and open to all. With this acquisition, we aim to accelerate that mission, bolstered by the support and resources of an AI powerhouse. Databricks was founded by open-source pioneers dedicated to simplifying the interaction between developers and data at any scale. Together, we are embarking on a new chapter in our ambitious journey." Following the completion of the transaction, Neon's skilled team is expected to join Databricks, bringing valuable expertise and continuity to Neon's thriving community. This partnership will enable organizations to break down data silos, streamline architecture, and develop AI agents that are more responsive, reliable, and secure. Further insights will be shared at the upcoming Data + AI Summit, scheduled to take place in San Francisco from June 9 to 12. Details Regarding the Proposed AcquisitionThe acquisition is subject to customary closing conditions, including necessary regulatory approvals. About NeonFounded in 2021 by a team of seasoned database engineers and Postgres contributors, Neon aims to provide a serverless Postgres platform that accelerates the development of reliable and scalable applications, catering to projects ranging from personal endeavors to enterprise-level solutions. About DatabricksDatabricks is a leader in Data and AI, trusted by over 10,000 organizations globally—including notable names like Block, Comcast, Condé Nast, Rivian, and Shell, as well as over 60% of the Fortune 500. The Databricks Data Intelligence Platform empowers organizations to harness their data effectively and leverage AI capabilities. Headquartered in San Francisco, Databricks was founded by the original creators of Lakehouse, Apache Spark™, Delta Lake, and MLflow. For more information, follow Databricks on X, LinkedIn, and Facebook." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"] billion and is undergoing transformation due to AI advancements. More than 80% of databases on Neon are provisioned automatically by AI agents, which operate at machine speed and require a cost structure that scales with usage. Neon's architecture separates compute and storage, aligning costs with actual queries. The integration of Neon's serverless Postgres with Databricks aims to improve AI workloads by dismantling traditional database constraints. Following the acquisition, Neon’s team will join Databricks, enhancing their community and capabilities. The acquisition is subject to customary closing conditions and regulatory approvals. Neon was founded in 2021 to provide a scalable serverless Postgres platform. Databricks serves over 10,000 organizations globally, including many Fortune 500 companies.
Tech Optimizer
May 12, 2025
pgpro_pwr is a database workload monitoring tool for database administrators (DBAs) to identify resource-demanding operations. It was launched in 2017 as pg_profile by Andrey Zubkov, who moved from being a DBA to an engineer at Postgres Professional. pg_profile is compatible with open-source PostgreSQL and has been integrated into PostgreSQL 17 as of 2024, while pgpro_pwr offers advanced statistical insights and is included in Postgres Pro releases. Both tools monitor database workload metrics through continuously incrementing counters, capturing values at intervals and archiving differences. They do not provide alerting capabilities but are useful for assessing system stability, analyzing load testing outcomes, and identifying system-intensive activities. The tools consist of repository tables, data collection functions, reporting functions, and service tables. To use them, one must install the extension, configure roles, and set up parameters. Reports can be generated for workload statistics over time and comparisons between different time intervals. Examples of report types include wait event statistics and advanced vacuum statistics. Future plans include submitting a patch to introduce vacuum statistics to vanilla PostgreSQL.
Winsage
May 12, 2025
The official end of Windows 10 is set for October 14, 2025, after which users will no longer receive technical support, new features, or security patches. Windows 10's global desktop market share has decreased from nearly 70% to approximately 53% over the past year, indicating a shift towards Windows 11. Microsoft 365 apps, including Teams, Outlook, Word, Excel, and OneDrive, will continue to receive security updates on Windows 10 until October 2028. The Extended Security Updates (ESU) program offers optional, paid security patches for Windows 10 after its end of support. Users may face significant hardware costs when upgrading to Windows 11, and alternatives like macOS or Linux are also options to consider.
AppWizard
May 12, 2025
Minecraft features various structures that offer valuable resources for players. The top five loot structures are: 1. Trial Chambers: Introduced in the 1.21 update, these underground complexes contain spawners and vaults with high-tier loot, including golden enchanted apples, wind chargers, and armor trims. 2. End Cities: Found in the End dimension after defeating the Ender Dragon, these tower-like structures house shulkers and contain enchanted diamond gear and elytra. End Ships associated with them often hold coveted treasures. 3. Ancient Cities: Located in the dark biome and guarded by the Warden, these cities offer exclusive loot like the Swift Sneak enchantment and other rare items. 4. Bastion Remnants: Situated in the Nether and occupied by Piglins and Piglin Brutes, these structures have chests with valuable loot such as ancient debris, gold blocks, and Pigstep music discs, particularly in the treasure room. 5. Woodland Mansions: Hidden in dark forest biomes and filled with hostile Illagers, they contain chests with enchanted books, diamond gear, and the rare Totem of Undying.
AppWizard
May 7, 2025
Fanatical has launched a Bethesda bundle deal that allows players to select their own games from a variety of titles, including Fallout: New Vegas, Oblivion, Dishonored, and The Evil Within 2. The pricing starts at .99 for two games and goes up to .99 for five, reducing the cost per game. Notable titles available include Fallout 4, Fallout: New Vegas Ultimate, Fallout 3 GOTY, Morrowind, Oblivion, Elder Scrolls Online, the Dishonored Trilogy, RAGE 2, Wolfenstein: The New Order, and The Evil Within 2. This offer is available for a limited time.
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