scan

Winsage
July 1, 2026
In April, a statement on the Windows Learning Center claimed that Microsoft Defender Antivirus is sufficient for many Windows 11 users, leading to brief attention before the article was removed a month later without explanation. The link now redirects to the homepage, but the content is still accessible via the Internet Archive. Microsoft has not clarified the removal, and speculation suggests backlash from the third-party security industry may have influenced this decision. Research indicates that the infection rate for consumer PCs in 2023-2024 was 3.07%, lower than the 2.39% for business PCs, suggesting that risks may not be as widespread as often claimed. The 2025 Cybersecurity Threat Report noted that 56% of consumer endpoints that faced an infection in 2024 experienced subsequent infections, with user behavior playing a significant role. A survey found that 54% of Americans rely on default device protection, while 46% use third-party antivirus solutions. Modern antivirus solutions, including Microsoft Defender, achieve protection rates of 99% or higher, with Defender specifically reaching a 99.0% protection rate without false positives. This performance indicates that Defender is adequate for most consumers. Default security measures on platforms are generally effective, with modern antivirus applications blocking 99.2% of threats that bypass other protections. Consequently, 97% of PCs remain free from malware infections, suggesting that improving user training may be more beneficial than investing in superior software. In contrast, businesses face different challenges, as attacks are often executed by sophisticated criminal organizations targeting vulnerabilities in third-party software. Enterprise administrators typically use specialized endpoint security products for centralized management and continuous monitoring, which are essential for protecting business environments.
Winsage
June 30, 2026
The 'file in use' error in Windows indicates that a file is currently being accessed by a program, preventing deletion or renaming to avoid data corruption. This error can persist even after closing an application due to reasons such as antivirus software scanning the file, network references from other devices, or files loaded as Dynamic Link Libraries (DLLs) that remain in memory. To identify the process causing the error, Mark Russinovich developed the command-line tool Handle, which shows all open file handles, and Process Explorer, which provides a graphical interface to find and manage these handles. Microsoft is integrating Sysinternals tools into PowerToys for easier access, including the File Locksmith tool that allows users to unlock files directly. A recommended workaround for the error is to rename the file instead of deleting it, as Windows permits renaming even when a file is open.
Tech Optimizer
June 20, 2026
PostgreSQL 18 addresses common performance challenges for users, including managing query performance across composite indexes, diagnosing memory spills in materialized Common Table Expressions (CTEs), and upgrading major versions without plan regressions. Key enhancements include skip scan optimization for multicolumn indexes, improved EXPLAIN functionality, and optimizer statistics that persist through major version upgrades. Skip scan optimization allows PostgreSQL to efficiently utilize multicolumn B-tree indexes even when leading columns are not specified in the WHERE clause, significantly improving query performance. The EXPLAIN command has been enhanced to include buffer statistics by default, providing deeper insights into query execution and resource usage. PostgreSQL 18 also introduces visibility into the storage of materialized nodes in query plans, indicating whether intermediate results were stored in memory or spilled to disk. A new metric, Index Searches, has been added to EXPLAIN ANALYZE output, indicating how many times the database traversed the index tree during query execution. Additionally, Self-Join Elimination (SJE) automatically detects and removes unnecessary inner joins of a table to itself, optimizing query performance. The autovacuum mechanism has been improved with the introduction of autovacuum_vacuum_max_threshold, which caps the number of dead tuples that can accumulate before autovacuum triggers a VACUUM, addressing issues with large tables. The vacuum_truncate parameter provides a server-wide control point to disable VACUUM’s file truncation behavior, reducing locking issues on busy systems. PostgreSQL 18 also separates the allocation of autovacuum worker slots from their usage, allowing for dynamic adjustments to autovacuum_max_workers without requiring a server restart. Finally, new columns in pg_stat_all_tables track cumulative time spent on maintenance operations, providing better insights into maintenance overhead for each table.
Tech Optimizer
June 20, 2026
The dashboard operates on a Django monolith with PostgreSQL and is transitioning to ClickHouse for denormalization. The initial p50 metric was 0.7 seconds, but the p95 was 8 seconds, which was reduced to 1 second. Observability tools were established to monitor performance, and slow HTTP requests were identified using OpenTelemetry traces. Optimization techniques included late joining, asynchronous counting, creating a PostgreSQL replica for read operations, and improving full-text search. Denormalization was explored to enhance filtering performance by creating composite indexes. The production stack was upgraded to PostgreSQL 18, which provided incremental performance improvements. The final p95 value achieved was 1 second, below the target of 3 seconds.
Tech Optimizer
June 18, 2026
Interactions with antivirus software occur during installation and when issues arise, while the software operates quietly in the background. Modern antivirus solutions continuously monitor for threats using various detection methods, including real-time scanning, which actively scrutinizes files as they are downloaded or accessed. The signature database is essential for identifying malware by comparing files against known signatures, but it can only detect documented threats. Heuristic detection and behavioral analysis help catch unknown malware by evaluating suspicious characteristics and monitoring file actions during execution. Sandboxing allows suspicious files to run in a controlled environment, logging their behavior to determine if they are malicious. Quarantine neutralizes threats by locking files in a secure location, allowing users to review them before deletion. Full scans are resource-intensive and can slow down system performance, while real-time scanning is less demanding. Users can schedule scans during idle times, exclude trusted folders, or consider cloud-based solutions to mitigate performance impacts.
Tech Optimizer
June 18, 2026
The landscape of online security has evolved significantly, with deepfake technology introducing new challenges. Users must be vigilant against both traditional malware and convincing fake images and videos. Antivirus software developers are enhancing their products by integrating cloud-based AI for better threat detection. For users with computers featuring neural processing units (NPUs), local solutions are available, such as Norton’s Deepfake Protection, which analyzes synthetic voices and images to flag potential threats. This feature operates in the background, providing peace of mind during online interactions. Norton 360 includes options for Deepfake Protection, Safe Web, and Safe SMS, but requires sufficient system resources to function effectively. Running this protection on older laptops may hinder performance, making NPUs a worthwhile investment for enhanced security against deepfakes and other online threats.
AppWizard
June 16, 2026
Samsung's Galaxy Store had over 50 applications that unknowingly distributed a hidden Android trojan named MagicAd, which has since been removed. Users who downloaded these apps may still have the malware on their devices, as it establishes persistent background services that remain after the app is uninstalled and hides its icon. Signs of infection include unsolicited ads, battery drain, and unexplained data usage. The malware evades detection by assessing its environment and concealing its core code in encrypted files. Developers rotated the infected apps to maintain persistence and generated revenue through fraudulent ad impressions. Users are advised to run security scans and consider a factory reset if symptoms persist, ensuring to back up important files without including app settings. No app store can guarantee the exclusion of all threats, so users should check ratings and download counts before installing applications.
Winsage
June 12, 2026
Nightmare-Eclipse, also known as Chaotic-Eclipse, has introduced two new exploits: RoguePlanet and GreatXML. RoguePlanet exploits a vulnerability in Windows Defender, allowing attackers to gain SYSTEM user access privileges by tricking a user into executing a script. This access enables attackers to execute commands beyond standard Administrator capabilities, siphon sensitive data, and install malware. GreatXML provides a method for bypassing BitLocker encryption by creating a specially crafted "unattend.xml" file and a "Recovery" directory on the Windows recovery partition. Microsoft has shifted its stance from threatening legal action against Eclipse and is now monitoring the situation, while Eclipse has postponed a planned mass disclosure of zero-day Windows vulnerabilities initially set for July 14 due to delays in developing RoguePlanet.
Search