Transitioning Archives

Tech Optimizer

October 10, 2026

We Got a $240,000 Estimate for Agent API Access. Our Agent Suggested a $5 Postgres Instance.

The operational landscape at SaaStr has changed significantly with the integration of AI, particularly with the AI VP of Revenue, 10K, which manages most outbound, inbound, and revenue operations and executes 35,000 to 40,000 API calls daily. Salesforce, Atlassian, and HubSpot are now charging for agent access, with estimates suggesting that maintaining 10K could cost around 0,000 annually. 10K has proposed mirroring the system of record into a Postgres database to reduce API call costs. Previous limitations with Marketo restricted API access to 10 or 20 minutes daily, prompting a migration away from it. The cloud index has risen by 18%, while vendors relying solely on per-seat sales are struggling. Data shows that 49.7% of executives changed jobs in the last 16 months, with 63% of CMOs doing the same. Additionally, more than 75% of AI-native attendees at SaaStr events had never attended before. 10K is now tracking its own API calls and reducing unnecessary ones, while a Postgres mirror is being considered for vendors with high agent pricing. Muse is being tested for ad capabilities against Claude and Replit.

AppWizard

October 10, 2026

It’s Not Gone: The Feature Android Auto Users Love Is Still There, Google Says

The wavy progress bar in Android Auto's music applications has disappeared for some users, leading to speculation about its permanent removal. Google clarified that the squiggly line has not been eliminated, attributing the inconsistency to app developers' ability to customize the progress bar's appearance. Users have observed that the wavy progress bar may appear in the Coolwalk screen but reverts to a standard straight line in full-screen mode. Additionally, any app capable of playing media now utilizes a dedicated card on the Coolwalk screen, allowing users to see song information and playback controls. This feature is live on production devices with the latest updates of Android Auto.

AppWizard

October 10, 2026

Walmart is selling a Android tablet for only $90

The Zonko Android 16 Tablet is currently available at Walmart for under 0 during a limited-time Flash deal, including an accessory bundle. It features a 10-inch display with a resolution of 1280×800 HD, dual speakers, and a dual-camera setup with an 8MP front camera and a 13MP rear camera. The tablet runs on the Android 16 operating system, has 12GB of RAM, and 64GB of storage, expandable up to 512GB. It is equipped with a 6000mAh battery that lasts between 32 to 48 hours, and offers dual-band 2.4G/5G WiFi. The purchase includes a Bluetooth keyboard, mouse, stylus pen, screen protector, protective case, and charger. The device supports Google Mobile Services and comes with parental controls. However, it has received only a few reviews and does not support downloading Apple apps, except for Apple TV or Apple Music.

AppWizard

October 10, 2026

A week with Googlebooks: four notes from our testing so far

Google has launched five new Googlebook laptops featuring the Googlebook OS, which has received mixed reviews. While the hardware is praised, the software is criticized for being problematic and not a significant upgrade from ChromeOS. Users report issues such as the inability to run Chrome with separate Google accounts, clunky Android apps, and awkward command requirements for messaging apps. The app ecosystem is struggling, with many applications failing to adapt to the Googlebook's interface, resulting in a frustrating user experience. Linux applications face integration challenges, complicating multitasking. Despite some successful features like file transfer and notification responses between Googlebook and Android devices, users experience frequent connectivity issues and sluggish performance.

Tech Optimizer

October 10, 2026

How and why we built Managed PostgreSQL for AI workloads

The Nebius Managed PostgreSQL team developed a solution for AI workloads using CloudNativePG and Kubernetes, resulting in improved backup and restore times by transitioning from Barman to WAL-G, reducing a 1.5 TB backup duration from over a day to two hours. Since its launch in 2025, the service supports hundreds of production clusters and manages tens of tebibytes of data. Key features include high availability, point-in-time recovery, automated failover, compressed and encrypted backups, rapid restoration, connection pooling, and strict synchronous replication for zero data loss. Kubernetes and CloudNativePG were chosen for their advantages, including out-of-the-box features and open-source distribution. Each cloud project has a separate MK8s cluster for customer isolation and security. Persistent data is stored on fault-tolerant SSD drives, enabling swift instance migration during failures. Regular physical backups are archived, allowing restoration within a seven-day window with a single click. The transition from Barman to WAL-G addressed slow backup and restoration times and resource control limitations. With WAL-G, backups and restorations for a 1.5 TB cluster improved to two hours and one hour, respectively. PgBouncer was implemented to manage database connections effectively, reducing connection storms during peak AI workload traffic. Two vector search extensions, pgvector and pgvectorscale, are available to cater to different memory and dataset needs. Benchmarking showed that Nebius performs competitively with AWS at a lower cost. The infrastructure integrates cloud engineering principles with specialized expertise to meet AI workload demands.

Tech Optimizer

October 10, 2026

How Telangana’s MeeSeva migration to open source could make governments rethink software costs

In April 2026, Telangana's MeeSeva platform migrated from the Oracle database to the open-source PostgreSQL database after 15 years of reliance on Oracle. This transition aimed to reduce annual costs of approximately ₹10 crore associated with Oracle licensing and maintenance. The initiative began in 2023, and the migration was executed with less than four hours of downtime, processing around 80,000 transactions daily. The migration involved over 85 microservices, three Oracle servers, and 1,939 tables, with the process automated by the Ora2Pg tool, which handled 60-70% of the transition. The migration cost was below ₹10 lakh, and after the switch, MeeSeva processed nearly 200 million transactions without data loss. The new architecture includes automatic failover capabilities to minimize disruption.

Winsage

October 10, 2026

Microsoft tries to spark new life into Windows

Microsoft is evolving its vision for Windows by transforming the operating system into an agentic platform that integrates AI agents and hybrid intelligence, utilizing local models instead of relying solely on cloud solutions. CEO Satya Nadella highlighted this transition as a new era for the Windows ecosystem, emphasizing security, identity, and management features aimed at both AI developers and everyday users. Windows chief Pavan Davuluri showcased local AI models, including GitHub Copilot, and introduced the Surface Laptop Ultra, which is powered by Nvidia’s RTX Spark chips and designed for developers and creators. The Surface Laptop Ultra starts at ,599 and can reach up to ,999, positioning itself as a premium device. Microsoft also unveiled a redesigned Windows Search interface aimed at enhancing user experience, although no significant advancements for Windows 12 were announced. The company recognizes the need to demonstrate practical advantages for regular users to maintain Windows' relevance in a changing computing landscape, especially as AI agents on cloud-based Linux virtual machines pose a challenge to Windows' dominance.

AppWizard

October 9, 2026

Amazon is gradually phasing out the Fire Tablet after 15 years: Why the return to Android?

Amazon has announced that it will cease the development of new Fire Tablets and will focus on the Alexa Tablet line, which runs on Android and supports the full Google Play store. The Fire Tablet line, which began with the original Kindle Fire in 2011, will no longer produce new generations, although existing devices will continue to receive security updates. The new Alexa Tablet series includes three models: the Alexa Tablet 8, Alexa Tablet 11, and Alexa Tablet 12 Pro, with prices starting at .99. The Alexa Tablets offer access to popular applications and features that cater to reading enthusiasts, as well as integration with Amazon's Alexa AI assistant. Additionally, Amazon is launching the Alexa Kids Tablet, which includes Google Play and parental controls. The transition reflects Amazon's strategy to enhance its tablet offerings and improve the overall user experience.

AppWizard

October 8, 2026

Amazon’s Alexa Tablets bring full Android and Google Play from $229.99

Amazon has introduced a new series of Alexa Tablets, marking a shift from its Fire tablets to devices that operate on Android and provide access to the Google Play Store. Three models were announced, priced between 9.99 and 9.99, set to launch on October 14 in the US, Canada, and Mexico, and on October 19 in the UK, Germany, France, Italy, and Spain. The flagship model, the Alexa Tablet 12 Pro, starts at 9.99 and features 8GB of memory, 128GB of storage, and a 12-inch display with a 120Hz refresh rate. A premium version with a Nanomatte anti-glare screen is also available. The lineup includes the Alexa Tablet 11 starting at 9.99 and the Alexa Tablet 8 priced at 9.99. Each tablet features Alexa+ with On-Screen Intelligence and a dedicated reading mode for the Kindle app. Amazon will discontinue Fire tablet production but will support existing devices for four years after the last shipment. The pricing of the new tablets is not affected by a recent memory chip shortage.

AppWizard

October 8, 2026

Dynamic Nvidia DLSS upscaling in Gears of War: E-Day is ace, and I wish more PC games took this approach

Nvidia DLSS upscaling is favored by the author, but the release of Gears of War: E-Day has changed their perspective on its use. The game features a dynamic upscaling option that works with a customizable frame rate target, enhancing image quality and performance management. Dynamic resolution scaling is common in console games but less so on PC, where options often lack customization for specific performance metrics. Gears of War: E-Day allows players to switch between upscalers like Nvidia DLSS 4.5, AMD FSR 4.1, and Intel XeSS 2, with the author typically using DLSS in Performance mode on a 4K setup. Testing on a system with a Ryzen 7 9800X3D and GeForce RTX 5090, the game averages 77fps at maximum settings, being 97.8% GPU bound. Transitioning to dynamic DLSS with a target of 60fps results in an average of 64fps and an average resolution scale of 61%, with an 11% increase in pixel count but an 18.4% decrease in performance. VRAM usage increases by nearly 3GB. The author prefers prioritizing sharpness and visual enhancements over smoothness, ensuring consistent 60fps gameplay and allowing users with less powerful graphics cards to enable frame generation without latency concerns. The author hopes more games will adopt similar configurability in the future.