Cloud Android emulators move the workload off the device entirely, running the Android instance on a remote server while the PC displays the video stream and sends back taps, clicks, and keystrokes.
Steam Deck debuted in early 2022 with SteamOS, a Linux-based operating system that uses the Wine-based Proton compatibility layer to run Windows games. This development has significantly advanced Linux gaming, with approximately 95% of games functioning well on Linux. Steam's Verified program lists nearly 9,000 Verified games, and around 30,000 playable titles, with only about 1% of popular games failing to run entirely. Anti-cheat systems remain a major limitation, preventing popular titles like "Fortnite" and "League of Legends" from being playable on Linux. Game streaming services like NVIDIA GeForce NOW offer alternatives for playing anti-cheat games on Linux. Linux distributions provide better controller support compared to Windows, particularly for handhelds and living room PCs. Accessing non-Steam games can be cumbersome, though tools like Heroic Launcher help. Compatibility issues with proprietary standards, such as HDMI 2.1 support, persist in Linux gaming.
In 2026, hosting game servers has become more efficient, allowing multiple game servers to run on a single cloud VPS using Pterodactyl Panel, which utilizes Docker containers for isolation. Pterodactyl is a free, open-source game server management panel that gained popularity due to its user-friendly interface and robust architecture. The latest stable release, v1.12.0, was launched in January 2026, with newer deployment templates available as of August 2026.
To set up Pterodactyl, prerequisites include a cloud VPS with specific CPU and RAM requirements, Ubuntu 24.04 LTS, PHP 8.3, MariaDB 11.8.8 or newer, Redis 8.10.0 or newer, Docker Engine, a registered domain for SSL, SteamCMD dependencies, and at least 80 GB SSD storage. The installation process involves provisioning the VPS, installing necessary software, configuring Pterodactyl, setting up Nginx with SSL, and deploying game servers.
Common pitfalls include under-provisioning RAM for resource-intensive games, neglecting firewall settings, and allowing backup retention to grow uncontrollably. Troubleshooting may involve addressing PHP-FPM issues, connection problems, and ensuring proper resource allocation. Advanced scaling may require multiple VPS nodes, and security measures like two-factor authentication can help protect the server. Pterodactyl is free to use commercially and can run multiple game containers on a single node.
NVIDIA has enhanced the capability to run AI agents locally on its hardware in collaboration with Microsoft and software partners, coinciding with the launch of new RTX Spark Windows PCs. The installation process for local agent software has been simplified, with improved inference speeds and the introduction of NVIDIA PAIR, which distributes inference tasks across multiple PCs on a local network. Three applications benefiting from these enhancements are Hermes Agent, OpenClaw, and Perplexity Portable Computer, all designed to minimize manual configuration.
Hermes Agent offers a one-click local setup for RTX and DGX systems, automatically detecting the GPU and optimizing model selection. OpenClaw simplifies local model setups for RTX GPUs with at least 24GB of VRAM, backed by an open-source community. Perplexity Portable Computer, already available on Linux, is extending support to NVIDIA RTX GPUs and Windows.
NVIDIA is also improving performance in the open-source inference stack, achieving throughput increases of up to 1.9 times on GeForce RTX 5090 and up to 1.4 times on DGX Spark clusters. The PAIR software identifies compatible PCs on the same network to optimize computing resources, supporting various hardware configurations.
The upcoming RTX Spark Windows PCs, set to launch in October, will include compact desktop and laptop designs featuring Blackwell GPU and Grace CPU architecture. Game publishers like Electronic Arts and Ubisoft are developing titles for these systems. Additionally, CyberLink's PhotoDirector AI PC Mode will integrate local AI processing for creative tasks, emphasizing the trend of migrating generative AI workloads from cloud to local devices. NVIDIA notes that over half of U.S. households have two or more PCs, indicating potential for maximizing computing power.
Microsoft is addressing an issue (TM1466820) causing delays or preventing some users from accessing the Microsoft Teams desktop client on Windows systems, acknowledged on Thursday at 16:45 EDT. Affected users may experience loading failures or delays of up to two minutes and are advised to use the web or mobile versions of Teams as a temporary workaround.
Microsoft is analyzing service logs and telemetry data to identify the root cause and has contacted some affected users for more information. Additionally, there is a separate issue (TM1466659) affecting Mac users, preventing them from joining Teams calls and meetings, confirmed on Sunday at 08:32 EDT. Microsoft is reassessing the cause of this disruption.
Earlier this year, Microsoft resolved an issue blocking some Teams Free users from chats and calls. The company also confirmed a bug causing crashes and launch failures for Teams and New Outlook users after recent Windows security updates. Furthermore, there is an ongoing Exchange Online issue affecting multiple mailboxes, resulting in "Server busy" errors and delays in email communications with external domains.
Agents interacting with traditional OLTP databases face bottlenecks at the storage layer due to data movement required for operations like deploying instances and managing replicas. Object storage solutions, such as Amazon S3, provide a more efficient and cost-effective alternative. The text discusses two OLTP models: data-centric and transaction-centric. The transaction-centric model emphasizes the importance of transaction history, which Postgres retains through its write-ahead log (WAL). The WAL records every modification before it is committed, allowing for the reconstruction of the database state as of a specific point in time.
Lakebase Postgres introduces a two-layer architecture separating compute and storage. The compute layer handles SQL operations, while the storage layer ensures data durability and historical integrity. The WAL is streamed to safekeepers for replication, and the pageserver transforms WAL into materialized pages stored in object storage. This architecture allows for efficient read and write operations without direct interaction with object storage during queries.
Key features of Lakebase Postgres include branching, which allows agents to create pointers to specific LSNs without copying data; instant restore capabilities that enable point-in-time recovery; time travel queries for accessing historical data; and read replicas that do not require data duplication. The system also supports scaling down idle compute nodes and eliminates the need for separate copies of data for transactional and analytical processing by storing a single durable copy in object storage. Overall, Lakebase Postgres enhances agent interactions with the database by leveraging object storage as a foundational element.
A significant vulnerability in PostgreSQL, tracked as CVE-2026-6471, has been identified by cybersecurity firm Cyera. This flaw, present since 2014, allows attackers with minimal privileges to potentially take control of databases and servers. The vulnerability, known as PostGREShell, has a CVSS score of 7.2 and can be exploited for remote code execution and privilege escalation due to a missing authorization in the database's logical decoding mechanism. Attackers with 'Replication' privileges can load arbitrary files through the logical decoding plugin, executing code with the privileges of the postgres system user. This can lead to the elevation of privileges to superuser status, granting unrestricted access to all tables and the ability to execute operating system commands. All PostgreSQL versions from 9.4 to 18 are affected, with a patch available in versions 18.6, 17.11, 16.15, 15.19, and 14.24. Organizations are advised to update their PostgreSQL instances and audit their Replication accounts.
Microsoft has acknowledged a software bug in its Windows operating system that causes misleading pop-up notifications, indicating that antivirus protection is disabled. These alerts began appearing after the latest Microsoft Defender Antivirus updates, despite the antivirus functioning correctly. The notifications can occur at startup and intermittently, and cannot be silenced through standard notification controls. The issue affects various versions of Windows and Windows Server with the latest Defender updates. Microsoft is working on a resolution, but no timeline has been provided. Users are advised to verify their antivirus status through the Windows Security app and can ignore the notifications if real-time protection is confirmed as active.
To play modded Minecraft with friends, every player must have the same modpack, including matching mods, versions, and loaders. Sharing the modpack can be done using launchers like CurseForge or Modrinth. There are free options for gameplay, such as LAN worlds for local connections, Virtual LAN tools like Hamachi for distant friends, and direct hosting from one player's PC. However, these methods require one player to act as the host, which can lead to lag and restrict access when the host is offline. For a more stable experience, using a dedicated server is recommended, as it allows 24/7 access without burdening a single player's computer. When choosing a host, look for features like guaranteed RAM, one-click modpack installations, automatic backups, and responsive support.
Google Clock has introduced a redesigned Timers tab with a fresh design and new app icon. The update includes preset timers for 1, 5, 10, and 15 minutes, which can be started with a tap. The interface now uses full labels for Hours, Minutes, and Seconds instead of abbreviations. A green "Start" button has replaced the former icon, and the number pad has a flatter appearance without circular backgrounds. The layout for multiple timers has been changed to a grid format for better navigation, while the single timer design remains the same with a repositioned pause button and a reset option outside the countdown. This redesign is part of a server-side update linked to version 9.1 of Google Clock. Users may need to force stop the app to see the changes.