deployment Archives

Tech Optimizer

May 16, 2025

The $1 Billion database bet: What Databricks’ Neon acquisition means for your AI strategy

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.

Winsage

May 15, 2025

The latest Windows 10 update is reportedly causing havoc on some people’s PCs

Users are experiencing challenges following the deployment of Windows 10 update KB5058379, including unexpected requests for a BitLocker recovery key and Blue Screen of Death (BSOD) errors. The BitLocker issue has a low occurrence rate of 2-5%, with reports indicating that only 15 out of 600 devices in some organizations were affected. Adjusting certain BIOS settings may help mitigate BSOD errors. Delaying or rolling back the update could expose systems to vulnerabilities, as it addresses critical zero-day exploits. Many issues arise from the update not completing its installation effectively, and users have reported resolutions once the update is fully realized. Users are advised to contact Microsoft for assistance and consider alternatives like Linux distributions as the October end-of-support date for Windows 10 approaches.

Tech Optimizer

May 15, 2025

Databricks to Acquire Neon in USD 1 Billion Deal to Power AI Agent Workflows with Serverless Postgres

Databricks intends to acquire Neon, a cloud-based serverless Postgres platform, for approximately USD 1 billion. Neon, founded in 2021, offers a managed, open-source Postgres service with features like effortless database cloning, isolated environment testing, and point-in-time data restoration. Over 80% of databases on Neon are created by AI agents. The acquisition aims to enhance Databricks' infrastructure for AI-native applications, allowing developers to create isolated Postgres instances quickly and decouple compute and storage resources. Neon has raised USD 129.5 million from investors, while Databricks has secured over USD 19 billion in funding, with a valuation of USD 62 billion. The acquisition is subject to regulatory approvals, and Neon's team will join Databricks post-acquisition.

Winsage

May 14, 2025

WSL is the best feature added to Windows in the last decade

Microsoft introduced the Windows Subsystem for Linux (WSL) in the Windows 10 Anniversary Update in August 2016, initially as a tool for developers. WSL debuted as a beta version with a native-kernel translation layer, allowing Windows to run unmodified Linux ELF binaries. Its early performance was limited, leading users to prefer Linux virtual machines for full compatibility. The launch of WSL2 in May 2020 replaced the translation layer with a lightweight, real Linux kernel running in a Hyper-V utility VM, providing near-native performance and comprehensive syscall coverage. WSL2 has since seen continuous improvements, including GPU-compute and CUDA support in 2021, full GUI support for X11 and Wayland applications in 2022, and systemd support in September 2022. WSL2 approaches the performance of bare-metal Linux while integrating seamlessly with Windows, allowing users to launch a Linux shell easily. It enables developers to access the C drive and interact between Windows and Linux environments without dual-booting. WSL2 enhances productivity for data science workflows, allowing the use of tools like PyTorch with CUDA. It also offers features for non-developers, such as creating aliases for launching Windows applications and running Linux GUI applications. WSL's integration into Windows represents a significant shift, providing opportunities for users across various domains to explore Linux functionalities.

Tech Optimizer

May 14, 2025

Databricks buys serverless database startup Neon for reported $1B

Databricks Inc. has confirmed its acquisition of Neon Inc. for approximately billion. Databricks, based in San Francisco, was valued at billion after its last funding round. Neon specializes in managed cloud databases, has raised over million in funding, and utilizes a proprietary storage engine built on PostgreSQL. Neon's architecture allows for rapid deployment of database instances in under a second, which enhances performance for AI agents. The acquisition is expected to be finalized by July 31.

Tech Optimizer

May 14, 2025

Databricks to buy open-source database startup Neon for $1B

Databricks intends to acquire Neon, a startup known for its open-source alternative to AWS Aurora Postgres, in a deal valued at approximately billion. The acquisition aims to integrate Neon’s serverless relational database management system with Databricks' data intelligence services, enhancing the deployment of AI agents. Neon, founded in 2021, offers a managed cloud-based database platform with features like automatic scaling, database cloning, and point-in-time recovery. Recent data shows that 80% of databases on Neon are provisioned by AI agents. Neon has raised .6 million from investors including Microsoft’s M12, while Databricks has raised over billion, recently closing a .3 billion funding round. Databricks has previously acquired Tabular and MosaicML to strengthen its position in the AI landscape.

Tech Optimizer

May 14, 2025

Databricks acquires Neon: serverless Postgres database for AI agents

Neon can spin up a Postgres instance in less than 500 milliseconds. Databricks has acquired Neon, rumored to be valued at over a billion, to enhance its AI capabilities. Neon focuses on developing a premier Postgres solution for cloud environments and aims to refine its offerings with Databricks' support. Neon’s serverless architecture allows for a fully isolated Postgres database deployment in under 500 milliseconds, separates compute and storage for cost efficiency, and maintains compatibility with the Postgres ecosystem. The integration of Neon’s architecture with Databricks' platform aims to improve AI agent systems, alleviate performance bottlenecks, streamline infrastructure, and reduce operational costs. The acquisition will result in the Neon team joining Databricks, pending regulatory approvals.

Winsage

May 14, 2025

Windows DWM 0-Day Vulnerability Allows Attackers to Escalate Privileges

Microsoft has addressed a zero-day vulnerability in the Windows Desktop Window Manager (DWM) Core Library, identified as CVE-2025-30400, which allows attackers to gain SYSTEM-level privileges on affected systems. This "Elevation of Privilege" vulnerability, arising from a "use-after-free" memory corruption issue, was actively exploited prior to the release of a patch on May 13, 2025. The vulnerability permits an authorized attacker to execute code with SYSTEM privileges by exploiting improper memory management within the DWM process. Microsoft classified the severity of this vulnerability as "Important" and assigned it a CVSS score of 7.8. Users and administrators are strongly advised to apply the latest updates to mitigate the risk of exploitation.

Winsage

May 14, 2025

Microsoft’s Patch Tuesday closes 72 vulnerabilities, including 5 zero-days

Microsoft has addressed 72 vulnerabilities in a recent update, including five classified as zero-days. This is the eighth consecutive month that Microsoft has tackled zero-day vulnerabilities without any being categorized as critical at the time of disclosure. The identified zero-days include CVE-2025-30397, CVE-2025-30400, CVE-2025-32701, CVE-2025-32706, and CVE-2025-32709, with CVSS scores ranging from 7.5 to 7.8. Two of these vulnerabilities are related to the Windows Common Log File Driver System (CLFS), which has been frequently targeted for exploitation. The Cybersecurity and Infrastructure Security Agency (CISA) has added all five zero-days to its Known Exploited Vulnerabilities (KEV) list. Experts suggest that some zero-day exploits may be linked to targeted espionage or financially motivated activities, including ransomware deployment. Additionally, Microsoft's update includes five critical vulnerabilities and 50 high-severity defects, with 18 vulnerabilities impacting Microsoft Office and three deemed “more likely” to be exploited. Eight vulnerabilities patched this month are considered “more likely” to be exploited, including two high-severity defects in Microsoft SharePoint Server.

AppWizard

May 13, 2025

Turkish spies caught exploiting zero-day for over a year

Microsoft reported that Turkish espionage operatives have been exploiting a zero-day vulnerability (CVE-2025-27920) in the Output Messenger app to gather intelligence on the Kurdish military in Iraq. This operation, attributed to the group Marbled Dust, began in April 2024. The vulnerability is a directory traversal flaw in version 2.0.62 of the app, and many users have not yet updated to the patched version released in December. Marbled Dust has used this flaw to access sensitive user data and deploy malicious files within the Output Messenger server. The group has a history of targeting entities opposing Turkish interests and has evolved its tactics by leveraging this vulnerability for unauthorized access. Srimax and Microsoft are advising users to upgrade to version V2.0.63 to mitigate the risks associated with the exploit.