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Android Automotive vs. Google Built-in: How Google’s Two Car Platforms Actually Differ
BetaBeacon
October 12, 2026

Android Automotive vs. Google Built-in: How Google’s Two Car Platforms Actually Differ

- Google Built-in is a package of Google apps that carmakers license and add on top of their Android Automotive systems, providing access to Google Maps, the Google Play Store, and Gemini. - Gemini is officially taking over from Google Assistant as the voice assistant across 16 car brands, offering features such as real-time traffic updates, EV-specific routing, smart navigation, and the ability to check email, build playlists, and order dinner. - Not every automaker wants to use Google's assistant, with some like Ford and Rivian investing in building their own AI assistants. - Some drivers are skeptical of native systems like Google Built-in, believing that the motive behind them is new revenue rather than a better driving experience.
Which older Samsung Galaxy devices still get software updates in 2026?
BetaBeacon
October 12, 2026

Which older Samsung Galaxy devices still get software updates in 2026?

Samsung links software support to the price of the device, with flagships getting up to seven years of updates, midrange phones getting five to six years, and budget models getting up to four years. The A-series models are affected the most by this difference. Samsung does not announce when support ends, so users must check their model's support status. Once security patches end, the phone is vulnerable to hackers and apps may stop working. It is important to check a phone's support date before purchasing.
Windows 11 version 26H2 is rolling out now — here’s how to get the update now and get the most out of the 2026 update
Winsage
October 11, 2026

Windows 11 version 26H2 is rolling out now — here’s how to get the update now and get the most out of the 2026 update

Microsoft is gradually introducing the Windows 11 2026 Update (version 26H2) to compatible devices. The update is optional and requires manual installation for users who want it before the general rollout. Users on versions 25H2 or 24H2 can update without a complete reinstallation, while those on version 23H2 or earlier must perform a full in-place upgrade. To install the update from Settings, users should open Settings, click on Windows Update, enable the toggle for getting the latest updates, check for updates, download and install, and restart the device. If the upgrade option is not visible, it may indicate incompatibility. The Media Creation Tool can be used for creating bootable USB media for users upgrading from older versions like 23H2 or Windows 10, but it requires a complete reinstallation. Steps include downloading the tool, selecting the USB drive option, and following prompts to create the installation media. Users can also download the Windows 11 version 26H2 ISO file from the Microsoft support website, mount the ISO, and run setup.exe to complete the installation.
A practical guide to cost optimization with Lakebase Postgres
Tech Optimizer
October 11, 2026

A practical guide to cost optimization with Lakebase Postgres

Lakebase is a fully managed Postgres database designed for modern application development, featuring an architecture that separates storage and compute with a serverless compute layer. This design allows for cost efficiencies through various mechanisms: 1. **Branching**: Developers can create isolated environments for development, testing, or experimentation without duplicating storage costs, as branches share the same underlying storage. 2. **Autoscaling**: Lakebase adjusts compute resources based on activity levels, allowing users to pay only for the compute they use. It can scale down during low activity and can be suspended entirely after inactivity, reducing costs to zero. 3. **Read Replicas and High Availability**: The separation of storage and compute allows for adding read replicas and high availability without incurring additional storage costs, as these instances utilize the same storage layer. 4. **Synced Tables**: Integration with the Databricks Intelligence Platform enables efficient data syncing, allowing users to sync only the necessary working set of data, which helps avoid unnecessary storage and sync costs. 5. **Sync Modes**: There are three sync modes (Snapshot, Triggered, Continuous) for transferring data from the Lakehouse to Lakebase, each with different cost implications based on data freshness requirements. 6. **Right-sizing Compute**: Users can set the initial compute range during project provisioning to avoid over-provisioning and unnecessary costs. 7. **Monitoring and Metrics**: The Lakebase Metrics dashboard provides insights into working set size and cache utilization, helping users optimize their compute sizing and performance. 8. **Point-in-Time Restore (PITR) and Snapshots**: PITR maintains history for recovery within a configurable window, while snapshots offer discrete recovery points. Both are priced lower than standard storage, making them cost-effective options for data recovery. Lakebase costs are categorized into compute, storage, and serverless pipeline compute for syncing data. Compute is measured by CU usage, while storage includes branch storage, PITR history, and snapshot storage, all tracked separately. Users can access detailed usage and cost information through system billing tables.
Query Plan Hints in PostgreSQL 19: A New Postgres Feature You Will Probably Never Need
Tech Optimizer
October 11, 2026

Query Plan Hints in PostgreSQL 19: A New Postgres Feature You Will Probably Never Need

PostgreSQL 19 features an advanced query planner that utilizes table statistics from pg_statistic, gathered during the ANALYZE process, to generate and evaluate potential query plans based on their costs. The planner assesses various configurations, especially in complex joins, to select the most efficient option. Instances of poor planning are treated as bugs and addressed promptly. To improve query performance, users are advised to refresh statistics with ANALYZE, use CREATE STATISTICS for column correlations, modify indexes, and adjust memory settings. In cases where the query cannot be altered, providing planner advice may be necessary, particularly when the planner misestimates the output of PL/pgSQL functions or other custom functions, leading to inefficient query execution.
30-year Microsoft veteran explains why you shouldn’t run two antivirus apps on Windows 11
Tech Optimizer
October 10, 2026

30-year Microsoft veteran explains why you shouldn’t run two antivirus apps on Windows 11

Raymond Chen, a Microsoft veteran, advises against installing multiple antivirus solutions on the same system due to conflicts that arise, such as each program attempting to quarantine the other's processes. This can lead to significant performance issues and erratic behavior in Windows. Microsoft has stated that Windows Defender is sufficient for most users, highlighting its comprehensive security features in Windows 11. The company warns that running multiple real-time antivirus programs can increase resource consumption and conflict likelihood. Independent testing has shown that Microsoft Defender ranks highly among antivirus solutions.
Valve is telling devs how well their games actually run on Steam Deck with real world data
AppWizard
October 10, 2026

Valve is telling devs how well their games actually run on Steam Deck with real world data

As of October 1, Valve has introduced a feature that allows developers to access frame rate data from Steam Deck users, showing the percentage of sessions at which their games are played. This data helps developers assess game performance and identify areas for improvement. The system is limited to verified games and does not affect the verification process itself. Developers can use this information to analyze player experiences and the impact of updates on performance.
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