volume Archives

Winsage

July 23, 2026

Windows 11 – The system restore that also includes your files

Since June 23, Microsoft has been implementing a point-in-time restore feature on Windows 11, which is enabled by default for Home and Pro editions when the system drive exceeds 200 GB. This feature captures a complete snapshot of the machine approximately every 24 hours using the Volume Shadow Copy service, including system, applications, settings, and local files. Users can revert to a previous state in case of issues, but restoring from a snapshot older than 48 hours will erase all changes made since then, except for OneDrive data. The feature retains snapshots for up to 72 hours and reserves 2% of drive space, capped at 50 GB. If free space drops below 20 GB, older snapshots are deleted. Restoration occurs locally through WinRE, and users need a BitLocker recovery key if the drive is encrypted. After a restore, the feature pauses and requires user consent to resume. Snapshots from upgraded editions are not accessible, and only the Enterprise edition allows adjustments to snapshot settings. The feature can be disabled in system settings. It is not a backup solution, and users are advised to maintain separate backups for important files.

Winsage

July 23, 2026

Microsoft making a new feature mandatory requirement for Windows KMS activation

Microsoft has introduced enhancements to its Windows operating system security, including an update to Entra ID authentication with default passkeys and AI-enhanced security updates. A key advancement is the KMS Hardware-Secured initiative, which uses Trusted Platform Module (TPM)-based attestation to ensure KMS hosts operate on trusted hardware for Windows volume activation. This aims to combat risks from counterfeit KMS servers. Under the new model, KMS hosts will confirm their hardware identity using TPM before activating Windows devices. Starting in August 2026, Windows Server 2025 will provide readiness messaging for KMS host compliance with new security requirements. TPM attestation will be mandatory for KMS Hardware-Secured activation with the upcoming Windows Server 2028 LTSC release. Organizations are advised to prepare for this transition.

Tech Optimizer

July 23, 2026

Simplify AI agent orchestration with Lakebase Postgres

The auditing process has traditionally been labor-intensive, requiring extensive document reviews. CLA (CliftonLarsonAllen LLP) partnered with the Databricks Forward Deployed Engineering team to develop a document processing application that reduces extraction time from hours to minutes while maintaining quality. The application is built on the Databricks platform, utilizing technologies like Lakebase Postgres, Databricks Apps, Lakeflow Jobs, MLflow, and Unity Catalog Volumes. The application addresses challenges in document parsing, including unpredictable per-task latency, rate-limit-aware throttling, workload prioritization, cost attribution per task, and real-time progress visibility. It eliminates the need for multiple specialized systems by integrating components such as a web application for user interaction, Lakebase for state management, an orchestrator for task management, and AI agents for document processing. The task queue is supported by two Postgres tables in Lakebase, tracking task status and execution attempts. Concurrency safety is ensured through a locking mechanism, and crash recovery is facilitated by lease-based locking. The orchestrator implements rate-limit-aware throttling and idempotent webhook callbacks to manage task processing effectively. An operator dashboard provides real-time metrics on task status, agent performance, and workload costs, with live updates through Postgres LISTEN/NOTIFY events. Cost attribution is managed at the application level, allowing for detailed monitoring of expenditures. Lakebase enhances the orchestration process with features like autoscaling compute, OAuth-rotated authentication, Unity Catalog integration, and support for branching and snapshots.

Tech Optimizer

July 21, 2026

I Built My Second ETL Pipeline. This Time, I Started Thinking Like a Data Engineer

The author transitioned from a data analyst role to a data engineer, creating a 12-month self-study roadmap focused on learning by building projects. The first project was a GitHub ETL pipeline, which evolved from a simple Python script to a more complex system using SQLite and GitHub Actions for automation. The author realized that the challenges of data engineering lay in system design and orchestration rather than just writing ETL logic. For the second project, the author built an automated RSS ingestion pipeline to explore engineering decisions in creating a reliable data pipeline. The project emphasized the importance of separating application responsibilities from orchestration tasks, leading to the use of Docker for consistent execution environments and Kestra for orchestration. The author validated each component of the project incrementally: first the Python ETL, then PostgreSQL, followed by Docker, and finally Kestra. This approach ensured that each layer functioned correctly before adding complexity. The final architecture included distinct responsibilities for each component: Python for data processing, PostgreSQL for data storage, Docker for execution, and Kestra for orchestration. The author learned that effective engineering involves considering system reliability, error handling, and observability, shifting the focus from merely writing code to designing entire systems. The experience transformed the author's mindset, emphasizing the importance of incremental building and the separation of execution and orchestration responsibilities.

Winsage

July 21, 2026

Persistent Telemetry: Permanent Microsoft Windows Identifier

Discussions about consumer privacy in the Windows ecosystem have focused on optional diagnostic settings and telemetry controls. Recently, the Global Device Identifier (GDID), a permanent device-level token embedded in the Windows operating system, was revealed in a U.S. Department of Justice complaint related to a cybercriminal investigation. The GDID uniquely identifies a Windows installation and is used by Microsoft services. It is generated when a device is linked to a Microsoft account and resides in the Windows registry, being included in data sent to remote servers. There is no option to disable or delete the GDID, and attempts to do so can disrupt essential features. This has led privacy-conscious users to consider alternatives like Linux, which offers more control over data and does not require persistent identifiers. For Windows users, strategies to minimize data linked to the GDID include using local accounts, disabling optional diagnostics, and reviewing cloud app sync settings. Privacy advocates are calling for better user controls and opt-out mechanisms for hardware tracking tokens.

AppWizard

July 21, 2026

Gboard could have a huge accessibility feature on the way for sign language

Google is developing a feature for its Gboard app called "Sign-to-text," which aims to convert sign language into written text using the user's camera and AI technology. This feature is designed for users who communicate using sign language, enhancing accessibility. The feature was found in the code of a recent Gboard update, indicating that Google is exploring its feasibility. Additionally, Android 16 has improved accessibility for hearing aid users by introducing Fast Pair support for easier connectivity and allowing adjustments for call audio and hearing aid volume.

Winsage

July 21, 2026

Ditching Windows is the loudest feedback you can ever give Microsoft

Frustration with Microsoft's data collection practices has increased, particularly since the transition from Windows 7, where the amount of user data collected has significantly risen. Microsoft gathers extensive data points, including device IDs, user IDs, operating system information, and application usage data. Many users are turning to Linux as an alternative, as it respects user privacy and does not collect personal data without consent. Microsoft has also employed manipulative design tactics to influence user behavior, such as persistent prompts and misleading visuals. Additionally, the introduction of ads in Windows 11 has been viewed as disrespectful to paying customers, while Linux remains ad-free. Users are encouraged to switch to Linux to express dissatisfaction with Microsoft's practices and to reclaim their digital autonomy.

Winsage

July 20, 2026

Enable BitLocker on Windows 11: 11 Steps, 45 Min [2026]

A stolen laptop can lead to a significant data breach, particularly when taken from public places. Windows 11 has introduced BitLocker, a full-disk encryption feature that became mandatory for Australian businesses in 2026. The Office of the Australian Information Commissioner reported 766 notifiable data breaches in the latter half of 2024, with unauthorized access to devices being a major cause. Full-disk encryption is crucial for compliance with the Essential Eight framework, which mandates data protection on portable devices. BitLocker ensures that data on an encrypted drive becomes unreadable if the drive is removed and connected to another computer. It aligns with the Essential Eight framework, requiring evidence of encryption rather than just claims of protection. There are three types of encryption on Windows 11: Device Encryption, BitLocker Drive Encryption, and File-Level Encryption. BitLocker is available only on Windows 11 Pro and higher editions. To use BitLocker, certain prerequisites must be met, including having Windows 11 Pro or higher, a Trusted Platform Module (TPM) 2.0, UEFI firmware with Secure Boot enabled, and local administrator rights. The process to enable BitLocker involves confirming the edition, checking TPM status, enabling BitLocker through Windows Settings or PowerShell, and backing up the recovery key. Organizations can deploy BitLocker fleet-wide using Microsoft Intune, and additional security measures like TPM+PIN can be implemented for pre-boot authentication. Common pitfalls during BitLocker rollout include skipping recovery key backup and assuming that Home edition machines are covered. Troubleshooting common BitLocker issues involves identifying symptoms and applying appropriate fixes. Advanced tips for enhancing security include suspending BitLocker before maintenance and auditing compliance at the fleet level. BitLocker is integral to protecting data on portable devices, and compliance documentation is essential for proving that every device has an active recovery key.

BetaBeacon

July 20, 2026

Revealed: Here’s what powers these intriguing Game Boy-style handhelds

MANGMI's Air Y series Android handhelds will be powered by the Snapdragon 662 chipset for the Air Y model and the Snapdragon 865 processor for the Air Y Pro model.

AppWizard

July 20, 2026

Steam Week in Review: Take cover, because it looks like more than half of Steam games will have an AI-disclosure by 2027-2028

In June 2017, Valve introduced Steam Direct, changing the platform's game release process from manual curation to a more open system. Before this, game releases were limited, with only one month—December 2016—exceeding 500 releases. By February 2025, monthly game launches on Steam surpassed 1,500. A study by Sulka Haro analyzed around 53,600 Steam titles released between mid-2023 and mid-2026, noting that in 2024, 10.9% of new games included an AI disclosure, rising to 19.9% in 2025, and reaching 30.8% by July 2026. Non-AI flagged launches increased from about 1,030 to around 1,320 per month, while AI-flagged launches grew from approximately 13 to about 530 monthly. Projections suggest that by 2027 or 2028, nearly half of all games on Steam will have an AI flag. Despite the increase in AI-flagged titles, many struggle financially and receive mediocre reviews. The gaming industry is seeing a rise in generative AI technologies, particularly in management simulation genres. Recent notable releases on Steam include Granblue Fantasy: Relink and Palworld, with anticipation for Star Wars Zero Company on August 27.