tokens Archives

Winsage

August 3, 2026

Microsoft warns Windows PC users of Russian hackers on hotel WiFi

Microsoft has issued a warning to Windows PC users about Russian hackers targeting individuals using hotel WiFi networks. The campaign, named CaptiveCrunch and attributed to the Storm-2945 group, focuses on corporate travelers and employs tactics like credential theft and malware distribution through compromised guest networks. Microsoft has been monitoring this activity since May, noting its impact on hospitality networks utilizing captive portals. Hackers have been redirecting users to counterfeit sign-in pages to steal credentials without phishing emails. The threat may also extend to Android devices, with hackers using deceptive techniques to manipulate users into downloading malicious APK files. The hackers employ fake verification checks and sign-in prompts, sometimes misleading users into Microsoft's legitimate authentication process to gain access to accounts. Microsoft has identified a specific remote-access trojan named CornFlake, which can record keystrokes, steal credentials, and capture screenshots. Recommendations for travelers include using mobile hotspots, avoiding updates through captive portals, strengthening authentication methods, and blocking unnecessary device-code authentication.

AppWizard

August 3, 2026

Claude Opus 5 pushes prompt-to-game AI from rough color blocks to full 3D prototypes with physics and music

Anthropic's Claude Opus 5 can generate fully functional 3D game worlds from a single text prompt, autonomously creating code for geometry, textures, physics, and music, and outputting it as an editable HTML file. Users have successfully created various games without external assets, including a Call of Duty-style shooter, a snowboard demo, and a submarine game. Opus 5 utilizes procedural code for real-time geometry construction and shader-based textures, streamlining the development process. Community tests benchmark its capabilities against other models, with notable projects like a Minecraft clone featuring an infinite procedural world. Opus 5 has shown significant improvements in visual output compared to its predecessor, Claude 4 Opus.

Winsage

August 1, 2026

Microsoft Issues Hotel Wi-Fi Warning For Windows PC Users

Microsoft has issued a warning to organizations regarding the risks associated with public and hospitality network infrastructures, citing a new hacking threat from Russian cyber actors targeting travelers for malware distribution and credential theft. This warning follows the identification of a global campaign named CaptiveCrunch, linked to Storm-2945, which has been targeting corporate travelers since early May by exploiting compromised guest networks. Attackers are manipulating hospitality networks to facilitate credential theft and malware delivery, using tactics such as redirecting network traffic to counterfeit sign-in pages. The campaign affects both Windows and Android devices and employs techniques that include presenting fake verification checks and software updates. Some victims have been misled into participating in Microsoft’s legitimate device-code authentication process, allowing attackers to gain access to accounts without stealing passwords. Microsoft advises travelers to treat guest networks as untrusted and recommends using mobile hotspots, avoiding updates through captive portals, and enhancing security measures. Malicious tools identified include the Windows remote-access trojan (RAT) named CornFlake, which can steal credentials, record keystrokes, and hijack audio and video capabilities.

Tech Optimizer

July 31, 2026

Someone turned PostgreSQL into a city you can walk around in

Nik Samokhvalov created PGSimCity, a visualizer for the open-source database PostgreSQL, inspired by the game SimCity. It allows users to navigate a city-like environment using gaming controls, where database transactions are represented as animations. The project originated from a prompt to Claude and involved 3.86 billion tokens of AI-assisted coding. PGSimCity is open source and has potential for adaptation to explain other complex technologies.

Tech Optimizer

July 30, 2026

EDB Says Postgres AI Tops Enterprise AI Data Platform Benchmarks

EnterpriseDB (EDB) has released benchmark results for its EDB Postgres AI (EDB PG AI), showing superior performance compared to various AI data platforms, including vector databases and managed Postgres platforms. The independent testing by McKnight Consulting Group indicated that EDB PG AI outperformed competitors in all evaluated metrics, including query speed, accuracy, and cost efficiency. Key findings include: - EDB PG AI achieved a median query latency of 50 milliseconds at 50 million vectors, making it the fastest platform tested, 80 times faster than Databricks and 21 times faster than MongoDB Atlas. - It demonstrated the highest accuracy for core vector search with a recall rate of 0.911, outperforming MongoDB by 26% and Databricks by 17%. - In a concurrent agent loop test, EDB PG AI completed tasks in 27 milliseconds, significantly faster than MongoDB Atlas (699 milliseconds) and Databricks (5.1 seconds). - EDB PG AI provided 76 times better price performance than Databricks and 34 times better than MongoDB. - The platform integrates vectors, structured data, and analytics within a single operational database, enhancing efficiency and reducing the risk of data inconsistency. The benchmark study assessed the performance of EDB PG AI against Amazon Aurora PostgreSQL, Databricks, Crunchy Bridge, MongoDB Atlas, and open source PostgreSQL, all standardized on equivalent enterprise hardware.

Tech Optimizer

July 29, 2026

EDB Postgres® AI Outperforms Vector Databases, Lakehouses, and Document Stores for Agentic AI on Speed, Accuracy, and Cost

EDB Postgres AI is a pioneering solution that integrates intelligence and data on a unified sovereign foundation, eliminating the need for ETL processes, data duplication, and separate vector stores. Independent benchmarks show that EDB Postgres AI outperforms competing platforms in speed, accuracy, and cost-effectiveness. A study by McKnight Consulting Group indicates that EDB Postgres AI excels in key performance metrics, including query latency, accuracy, cost, and data freshness, outperforming specialized vector databases and other managed Postgres platforms. EDB Postgres AI achieves median query latencies of 50 milliseconds at a scale of 50 million vectors, making it 80x faster than Databricks, 21x faster than MongoDB Atlas, and up to 2x faster than alternatives like Aurora and Crunchy Bridge. It also delivers the highest recall rates for core vector searches, surpassing competitors like MongoDB and Databricks. In tests involving concurrent retrievals, EDB Postgres AI completed a three-arm agent loop in 27 milliseconds, significantly faster than other platforms. In terms of cost efficiency, EDB Postgres AI offers 76x better price performance than Databricks, 34x better than MongoDB, and 23%–28% better than the nearest managed Postgres competitors when considering query speed. The architecture of EDB Postgres AI allows for the integration of vector, filtered, and full-text retrieval in a single query path, ensuring real-time data access and eliminating the need for separate systems.

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.

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 19, 2026

Riot quickly backpedals on paid old-school skins in League of Legends Classic after backlash

League of Legends Classic has launched in Riot Games' public test environment, featuring a reduced champion roster and character builds from 2013 and earlier. The mode has received mixed reactions, particularly regarding its visual presentation, with modern character models and the option to unlock or purchase classic skins. A user criticized the charging for classic skins, leading to over 6,000 upvotes on a subreddit post. In response, Riot Games announced that all classic skins would be unlocked and set as the default appearance. Riot explained their design choice to blend elements from various patches to accommodate diverse player preferences, as indicated by survey responses. As the mode moves to standard servers, Riot plans to make changes based on player votes regarding new patches.

AppWizard

July 16, 2026

Google Play Must Carry Rival App Stores Jul. 22

Google will introduce rival Android app stores within its Play Store starting July 22, following a court ruling that mandates the inclusion of competing app stores. This change allows cryptocurrency applications greater visibility while still processing downloads through Google Play, which will maintain its service fee. Competing app stores must be U.S.-based, keep malware rates below 1%, and pay an annual fee of ,000. The order is temporary, lasting until November 1, 2027, and prohibits Google from incentivizing device manufacturers to prioritize its own store.