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Autoscaling Lakebase Postgres
Tech Optimizer
September 1, 2026

Autoscaling Lakebase Postgres

Choosing a database instance size without prior knowledge of the workload can lead to inefficiencies and excessive compute usage. Lakebase Postgres addresses this with an autoscaling feature that eliminates manual sizing, utilizing in-place VM resizing and a monitoring algorithm for CPU, memory, and working set size. Lakebase Postgres separates compute and storage layers, allowing independent resizing of compute nodes without affecting the database. The autoscaling algorithm relies on three signals: CPU load (cpuGoalCU), memory use (memGoalCU), and compute-cache working set size (lfcGoalCU). The CPU load is monitored every five seconds, aiming to maintain it at or below 90% capacity. Memory usage is tracked at two frequencies: overall memory every five seconds and Postgres-specific memory every 100 milliseconds, with a goal to keep usage below 75% of allocated RAM. The compute cache evaluates active data access efficiency, adjusting size based on workload. The working set is estimated using a modified HyperLogLog algorithm that records timestamps for page accesses, allowing for distinct page estimates over various time frames. The algorithm projects future working-set growth to allocate sufficient cache while capping it at 75% of RAM. Resizing the compute involves four components: the autoscaler-agent, vm-monitor, Kubernetes scheduler, and NeonVM. Scaling up occurs when any of the three goals indicate a need for more resources, while scaling down includes verification to ensure sufficient memory remains for operations. Timely adjustments in both directions are prioritized to minimize costs.
Windows bug incorrectly tells users that Microsoft Defender Antivirus is turned off
Winsage
September 1, 2026

Windows bug incorrectly tells users that Microsoft Defender Antivirus is turned off

Microsoft Defender's reliability is under scrutiny due to a recent security alert that affects a wide range of Windows versions, including both Windows 11 26H1 and Windows Server 2012. Insurers will require more than verbal assurances about software performance in six months, necessitating the archiving of telemetry data, including sensor check-ins and Defender versions, by Chief Information Security Officers (CISOs). The alert's impact is significant, as a single flaw in Defender can affect various systems categorized into different patch rings, highlighting the need for vigilant monitoring and proactive management of security protocols.
Gen Digital stock holds steady as investors await next earnings update
Tech Optimizer
August 31, 2026

Gen Digital stock holds steady as investors await next earnings update

Gen Digital Inc. (US3687361044) is a significant player in the consumer cybersecurity software market, with its stock trading steadily as of late August 2026. The company emerged from the merger of NortonLifeLock’s consumer security business and Avast, focusing on antivirus, identity protection, and privacy tools for individual and small-business users. It reported multi-billion-dollar revenue from consumer security subscriptions in its most recent fiscal year, demonstrating year-over-year revenue growth and solid profitability. The company’s management has provided guidance for stable to moderately rising revenue and strong operating margins for the current fiscal year. Analyst consensus indicates expectations of modest earnings per share growth. Gen Digital's strategy includes offering subscription bundles that integrate various security services, enhancing customer retention and average revenue per user. The company has a diversified global reach and reported substantial free cash flow, supporting debt servicing and product development investments. Its consumer security suite combines antivirus protection, VPN services, and identity monitoring into a single subscription offering. As of late August 2026, Gen Digital's stock trades on a major U.S. exchange, reflecting balanced expectations between earnings growth and competitive risks.
New JK Terror Tactic: Pornography Apps, Tor Network Used For Secret Messaging
AppWizard
August 30, 2026

New JK Terror Tactic: Pornography Apps, Tor Network Used For Secret Messaging

Security agencies in India have observed a shift in the tactics of terrorist groups, which are now using pornography websites and niche encrypted applications for communication instead of traditional social media. These groups, often collaborating with Pakistan's ISI, utilize platforms with real-time chat tools disguised as dating services to send instructions to recruits in Jammu and Kashmir. Security agencies are monitoring various digital tools, including Tor-based applications like Coatex and Conion, which obscure user identities. Some privacy-focused platforms do not require phone numbers for registration, complicating tracking efforts. Despite bans on certain pornography applications in India, they are still accessed illegally via VPNs, which mask users' IP addresses. The use of the Tor network presents additional tracking challenges, as it obscures data origins and destinations. Security agencies are adapting their surveillance methods in response to these developments, which include the use of virtual SIM cards in terrorist activities, as highlighted during investigations into the 2019 Pulwama attack.
Valve assures Deadlock players hungry for its next big update that it will notify them, 'or order a ton of pizza', when it's ready
AppWizard
August 29, 2026

Valve assures Deadlock players hungry for its next big update that it will notify them, ‘or order a ton of pizza’, when it’s ready

Deadlock, a hybrid MOBA-shooter in pseudo-early access, has generated significant anticipation among players. The recent Old Gods, New Blood update introduced six new heroes and other enhancements. Valve hinted at a large content update and two smaller updates focused on ranked mode and item adjustments. However, a communication from developer representative Yoshi indicated delays in the anticipated update due to playtesting and iteration processes. Despite being invite-only, Deadlock has evolved over the past year, with signs pointing toward a potential transition to open beta. The development team is responsive to community feedback, suggesting a commitment to the game's future.
Overcoming the Barriers of Commercial DBs with Open Source and AI… EDB Hosts 'PostgreSQL AI Summit'
Tech Optimizer
August 29, 2026

Overcoming the Barriers of Commercial DBs with Open Source and AI… EDB Hosts ‘PostgreSQL AI Summit’

A company's approach to artificial intelligence (AI) begins with determining the optimal structure for data storage and management, often facing challenges such as high costs of commercial databases and reliance on specific enterprise technologies. To effectively utilize AI, companies need to establish new infrastructures, including vector search capabilities, Search Augmentation Generative (RAG) systems, and data lakehouses. EDB is notable for connecting companies and technology partners that have transitioned to open-source databases. On September 3, EDB will host the 'EDB Postgres AI Summit Seoul 2026' at the Sofitel Ambassador Seoul, starting at 10:00 AM. This event is the largest PostgreSQL conference in Korea, themed 'Change the Game,' focusing on the shift from commercial databases to open-source and AI-driven frameworks, featuring real-world case studies. Approximately 300 C-level executives and IT decision-makers from various sectors are expected to attend, with participation by invitation only. The summit will include 15 sessions with customer case studies and technical presentations. Notable discussions will include IBK Industrial Bank of Korea's migration of 15 core systems to PostgreSQL, a semiconductor company's diversification of MPP databases on a DBaaS platform, and Kyobo Book Centre's database modernization strategy. Shopcast will present its development of an 'Agentic Lakehouse' integrating AI technology with a data lakehouse framework. The keynote address will be given by Kim Deok-joong, discussing organizational management strategies for integrating AI agents. The technical sessions will cover the architecture of the 'EDB Postgres AI' platform, which supports AI vector search and RAG, with live demonstrations of the analytics engine ClickHouse and LakeHouse technology for analyzing petabyte-scale data. EDB's domestic distributors and international partners will participate as sponsors. The summit aims to showcase technologies and case studies from the domestic ecosystem, addressing PostgreSQL adoption, system migration, operations, data analysis, and AI implementation. EDB manages transaction, analytics, and AI workloads using Postgres in cloud environments, serving over 1,500 global customers. Herve Timsit, EDB's Chief Revenue Officer, emphasized the event's focus on sharing tangible results and addressing the challenges of commercial databases while investing in AI infrastructure.
Android 17 adds new protections against sneaky Wi-Fi tracking and web snooping
AppWizard
August 29, 2026

Android 17 adds new protections against sneaky Wi-Fi tracking and web snooping

Google has introduced several network security enhancements in Android 17 to improve user privacy. One key feature is Encrypted Client Hello (ECH), which encrypts domain names to prevent external observers from monitoring user activities. ECH is integrated with private DNS and is enabled by default for apps using compatible networking libraries. Google claims to be the first major mobile operating system to implement widespread ECH support. Testing conducted by Jigsaw showed stable connection success rates and minimal interference across various networks. Additional security features in Android 17 include: - Local Network Protection, requiring apps to request permission before accessing devices on a user's home network. - Certificate Transparency, mandating public logging of certificates to detect forged ones. - A 2G Network Shutdown option for mobile operators to disable 2G services, reducing exposure to phishing messages.
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