consumption Archives

Tech Optimizer

June 10, 2026

Tiger Data launches Ghost managed PostgreSQL service for AI agents

Tiger Data has launched Ghost, a managed PostgreSQL service designed for AI agents, providing infrastructure for coding and workflow agents to conduct large-scale experiments. The service features Fluid Storage, which uses a copy-on-write methodology to optimize storage efficiency and reduce costs by charging users only for modified data. Ghost also includes a "fast forking" capability, allowing users to quickly duplicate datasets for experimental environments. It is compatible with major PostgreSQL extensions like TimescaleDB and PostGIS. The pricing model is usage-based, charging users based on actual computing consumption rather than the number of databases created.

Tech Optimizer

June 9, 2026

Tiger Data launches PostgreSQL extension designed for AI agents

Tiger Data has launched a managed PostgreSQL database service called Ghost, designed for AI agents, addressing the limitations of traditional database architectures for autonomous software. The service is now generally available and allows agents to create unlimited databases quickly through a feature called "fast forking." Ghost utilizes Tiger Data's Fluid Storage technology, which employs a copy-on-write storage layer, enabling multiple database instances to share data blocks while charging users only for changed data. The service supports popular PostgreSQL extensions and is positioned as an evolution of PostgreSQL, maintaining its compatibility with the existing ecosystem. Tiger Data has raised 0 million in funding and employs 200 individuals across 25 countries.

Winsage

June 7, 2026

В Windows On 11th, an official feature for disabling internet search will appear.

Microsoft is introducing new settings for Windows 11 that allow users to completely deactivate the Bing search engine within the system menu. This update addresses the issue of local files being mixed with internet search results, which has caused confusion and slowed device performance. Previously, users had to modify the system registry or use third-party tools to disable this integration. The new feature includes an official toggle in the privacy settings and will also allow users to eliminate app recommendations from Microsoft Store search. This change aims to ensure that system searches are strictly local, improving speed and reducing RAM consumption. The updates are driven by new legislative requirements in Europe for greater user choice and are expected to be available in upcoming benchmark builds.

Tech Optimizer

June 7, 2026

Implementing real-time change data capture with Debezium for Amazon Aurora PostgreSQL and Amazon RDS for PostgreSQL

Amazon Aurora PostgreSQL-Compatible Edition and Amazon RDS for PostgreSQL now support native streaming replication, allowing data changes to flow from source databases. Organizations often struggle to capture and propagate these changes in real time without affecting database performance. Traditional ETL pipelines can introduce significant delays, leading to outdated data and missed opportunities. Debezium is an open-source platform for change data capture (CDC) that monitors databases and streams changes to applications or data pipelines, enabling real-time data synchronization. The CDC solution combines PostgreSQL's logical replication with Debezium's change capture framework, focusing on Amazon Aurora for PostgreSQL. To implement this solution, logical replication must be enabled on Amazon Aurora through DB cluster parameter groups. Debezium connectors monitor the database's Write-Ahead Logging (WAL) via logical replication slots, converting transaction logs into structured event streams. Key components of the solution include: - Amazon Aurora for PostgreSQL as the source database with logical replication enabled. - A Debezium PostgreSQL connector running on MSK Connect for change capture. - Amazon MSK for message streaming. - An Amazon EC2 instance for testing and consuming change events. Steps to implement the solution include: 1. Creating an Amazon Aurora for PostgreSQL DB cluster and enabling logical replication. 2. Creating an Amazon MSK serverless cluster. 3. Setting up an Amazon EC2 instance to install Kafka and connect to the database. 4. Creating a custom plugin for Amazon MSK to replicate changes from RDS for PostgreSQL. 5. Uploading the custom plugin to an Amazon S3 bucket. 6. Storing credentials in AWS Secrets Manager and creating an IAM role for MSK Connect. 7. Testing the solution by verifying data replication and monitoring real-time changes. Monitoring can be done through CloudWatch Logs and the MSK Connect console, addressing common issues like replication slot lag and connector failures. To avoid charges, resources created during the implementation should be deleted in the correct order.

Winsage

June 7, 2026

Windows 11’s June 2026 Update Lands June 9 With Shared Audio And NPU Monitoring: The 6 Features Worth Knowing

Microsoft will begin rolling out the June 2026 update for Windows 11 on June 9, 2026. Key features include Shared Audio, which allows two users to listen to the same audio output from one device using a new Low Latency audio profile, and NPU monitoring in Task Manager, enabling users to track AI processing handled by the neural processing unit. The update also introduces multi-app camera streaming, custom account folder naming during setup, and various enhancements to Settings, Windows Hello, USB functionality, battery management, and personalization options.

Winsage

June 6, 2026

Optimize battery and performance on Windows 11 Pro for modern hardware

Modern laptops are powered by advanced processors like Intel Core Ultra, AMD Ryzen AI, and Snapdragon X, which enhance performance and battery life. Windows 11 Pro plays a crucial role in optimizing these devices by intelligently scheduling workloads between performance and efficiency cores, improving multitasking and responsiveness while conserving energy. Devices running Windows 11 Pro, such as Copilot+ PCs, utilize dedicated Neural Processing Units (NPUs) for AI tasks, enhancing system efficiency. Users can customize power settings in Windows 11 Pro to balance performance and battery longevity, with options like "Balanced" and "Best Performance" modes. Windows 11 allows users to manage startup applications to reduce background activity, improving responsiveness and power usage. The Energy Saver mode helps extend battery life by reducing background activity when on battery power. Regular software updates through Windows Update improve performance and stability, while features like Dynamic Refresh Rate optimize display settings for battery conservation. Windows 11 Pro includes security features that protect devices without hindering performance. Users can assign specific applications to use either integrated or dedicated graphics for optimal performance. Storage Sense automatically cleans up temporary files to maintain system responsiveness.

Tech Optimizer

June 6, 2026

Implementing real-time change data capture with Debezium for Amazon Aurora PostgreSQL and Amazon RDS for PostgreSQL

Amazon Aurora PostgreSQL-Compatible Edition and Amazon RDS for PostgreSQL support native streaming replication, allowing data changes to flow from source databases. Organizations often struggle with real-time data capture and dissemination, leading to outdated information due to traditional batch ETL pipelines. Debezium is an open-source platform for change data capture (CDC) that streams database changes to applications or data pipelines in real time. The CDC solution utilizes PostgreSQL's logical replication capabilities and Debezium's framework. Key components include Amazon Aurora for PostgreSQL as the source database, a Debezium PostgreSQL connector on MSK Connect, Amazon MSK for message streaming, and an Amazon EC2 instance for testing. To implement the solution, users must enable logical replication on Amazon Aurora, create an Amazon MSK cluster, set up an EC2 instance with Kafka, and create a custom plugin for MSK Connect. The process involves configuring IAM roles and policies, connecting to the database, and creating an Amazon MSK connector to stream changes. Testing the solution includes verifying real-time changes by inserting, updating, and deleting records in PostgreSQL, with events appearing in Kafka. Monitoring tools are available through CloudWatch for troubleshooting issues like replication slot lag and connector failures. To clean up resources after testing, users should delete the MSK Connect connector, custom plugin, Amazon MSK cluster, Aurora PostgreSQL database instance, EC2 instance, IAM role and policy, Secrets Manager secrets, CloudWatch Logs log group, and S3 bucket.

Winsage

June 4, 2026

Use Windows Sandbox and containers to test untrusted apps safely

Windows 11 features Smart App Control to block untrusted applications and includes Windows Sandbox, a lightweight virtual machine that provides an isolated desktop environment for safely executing applications. Windows Sandbox uses container technology and hypervisor-based virtualization to mitigate risks associated with untrusted software. It ensures that each session starts fresh, with no data persisting after closing, and applications installed on the host system are not accessible within the Sandbox. Starting with Windows 11 version 22H2, data can persist through restarts initiated within the Sandbox. Windows Sandbox is included in supported Windows editions such as Pro, Enterprise, and Education, and offers quick launch times, a lower memory footprint, and a secure environment for testing untrusted software. Setting up Windows Sandbox involves searching for it in the Start menu, running it as an administrator, and transferring executable files for installation within the Sandbox.

Winsage

June 4, 2026

Microsoft is rewriting Windows 11 shell in native code, killing the web slop slowing your PC

Microsoft is enhancing Windows 11 by reducing reliance on web-based components, which have caused performance issues. The user interface framework WinUI will now be referred to simply as "WinUI," indicating no plans for a WinUI 4, to reassure developers. Microsoft is integrating WinUI into the Windows 11 shell more rapidly, moving away from web components. A specialized team is focused on creating "100% native" Windows applications, starting with an overhaul of the Start menu from React Native to WinUI components. Performance, memory optimization, and quality control are top priorities for the WinUI team. A new system compositor is being introduced to improve UI performance, and enterprise-focused DataGrid and Charting controls are being added to WinUI. Microsoft is expanding open-source development for WinUI, allowing public testing and contributions. Migration support between WinForms and WinUI is being enhanced for legacy applications. An experimental project called Microsoft UI Reactor is introduced to simplify native application development using C#. This shift towards native development aims to improve performance and efficiency for all Windows users.

Winsage

June 4, 2026

Microsoft is killing Windows 11’s web app slop, encourages devs to build native apps using WinUI

At the Build 2026 developer conference, Microsoft emphasized the creation of native applications for Windows 11, focusing on WinUI as the preferred framework over alternatives like Electron or React Native. The company is revitalizing Windows 11 with a commitment to quality, performance, and reliability, and has formed a dedicated team to develop native apps. Microsoft is rewriting the Start menu, previously built with React Native, and has reaffirmed its commitment to WinUI, dropping the "WinUI 3" label to signify stability. Chris Anderson stated that there are no plans for a new framework and that WinUI will be the production platform for Windows apps. Microsoft aims to address existing issues in WinUI, such as performance gaps, and is introducing new features like DataGrid and Charting support to attract enterprise developers. The company is also adapting WinUI for AI workflows and developing tools to assist developers in creating modern applications. While Microsoft acknowledges other frameworks, it seeks to position WinUI as the primary native framework for Windows. The Build 2026 conference marked a renewed focus on Windows, with plans to rewrite the Windows shell in WinUI for a cohesive user experience.