Scratch 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.

Winsage

September 27, 2026

Google researcher explains why Windows NT “puts Linux to shame,” and imagines an alternate history where it won

Laurie Kirk, a Google researcher and former Microsoft reverse engineer, argues that the Windows NT kernel is superior to Linux in several aspects, particularly in its architecture for managing resources and access permissions. She emphasizes that her critique focuses on the system architecture rather than the user interface of Windows 11. Kirk raises concerns about Linux's suitability for AI agents due to its complex security model, while praising NT's object-based design and security framework. She speculates on an alternate history where Microsoft had created an "Open NT," allowing for customizable components, but acknowledges the challenges of maintaining forks in operating systems. Critics of NT highlight its performance and reliability issues, while Linux's open-source nature has contributed to its dominance in servers and cloud computing. Kirk suggests that future operating systems may need to balance the defined resource types of NT with the flexibility of Linux, especially as AI technology evolves.

AppWizard

September 26, 2026

First look: This upcoming Snapseed tool could leave Google Photos in the dust

Snapseed is set to introduce a new collage-making tool in version 4.1.9, featuring a collage-creator interface that supports various aspect ratios and grid configurations. Users will be able to customize background patterns, spacing, and utilize a “Snap to grid” toggle for precision. The app will also include a Layers option for adding and managing photos, text, and stickers, with capabilities for reordering, hiding, and duplicating layers. A masking option will allow cropping into Rectangle or Radial shapes, and users can modify layer styles, including border color and opacity. A textures menu will offer preset textures that can be modified, along with a Randomize button and QR-code-based sharing for templates. Users can save, export, or delete projects, with common actions like reset and undo/redo available.

BetaBeacon

September 22, 2026

Google officially opens the door to more games on Android Auto

Google has officially moved the games category for Android Auto and Android Automotive OS out of beta and into general availability.

BetaBeacon

September 20, 2026

Here’s what you should look for when buying an Android phone for gaming

The most important components in an Android phone for gaming are the processor, RAM, and thermal management. The Snapdragon 8 Elite series and MediaTek's Dimensity series are recommended for processors, while 8GB of RAM is a good middle ground. Proper thermal management is crucial for sustained performance during gaming sessions.

Winsage

September 18, 2026

How to measure and shrink the Windows search index

The initial storage cost of the search index on a fresh installation of Windows 11 is minimal, only a few megabytes. When a sizable work folder is added, the index expands, but it does not revert to its original size after the folder is removed. The search index is stored in Windows.db for Windows 11 and Windows.edb for Windows 10. Windows 11 has two indexing modes: Classic (default) and Enhanced, with Classic indexing Documents, Pictures, Music folders, and the Desktop, while Enhanced scans the entire PC. The index includes file names and content, allowing keyword searches. Users can measure their index items through Settings without special permissions, while file size requires administrative access via PowerShell. An index under 30,000 items is acceptable for average users, while performance issues may arise beyond 400,000 items, with a technical ceiling of one million items. In an experiment, the index grew from 462 items and 6.71 MB to 3,466 items and 18.66 MB after adding 3,000 text files, but remained at 16.81 MB after deleting those files. To reclaim disk space, users can exclude specific folders from indexing and rebuild the index, which can significantly reduce its size while retaining the same number of items.

Winsage

September 18, 2026

Microsoft explains why restarting Windows can shut it down more completely than actually shutting it down

The Fast Startup feature in Windows, enabled by default, allows the kernel session to remain hibernated during shutdown, which results in quicker boot times by restoring a saved state. In contrast, selecting Restart clears the kernel session entirely, performing a complete boot of Windows. The process of shutting down with Fast Startup involves closing applications, logging off, keeping the kernel loaded in memory, saving the kernel and drivers to hiberfil.sys, and powering off, while Restart closes applications, logs off, ends the kernel session, and reboots immediately without saving a kernel snapshot. Fast Startup can lead to persistent issues from previous sessions, making Restart a better option for troubleshooting. To perform a full shutdown bypassing Fast Startup, users can execute the command "shutdown /s /t 0." Microsoft advises against permanently disabling Fast Startup, as it enhances shutdown-to-boot transitions.

AppWizard

September 18, 2026

Google just put the latest AI models through a brutal coding test

Google has launched Android Bench 2.0, a benchmark for evaluating large language models (LLMs) and AI agents on complex Android development tasks. This version focuses on long-horizon tasks (LHTs) that are more intricate than those assessed by the original benchmark. Key tasks include upgrading dependencies, adding major new features, and building Android apps from scratch. The new grading system uses continuous scoring instead of a binary pass-or-fail method, providing a more detailed performance evaluation. Currently, GPT-6 Astra leads the leaderboard with a 28% pass rate, followed by Gemini 3.8 Flash at 8%. Other evaluated models include Claude Fable 5.1, GPT-5.6 Sol, and Claude Opus 5. Google plans to expand the leaderboard with more models and results.

Winsage

September 17, 2026

Microsoft Azure CTO used AI to port 20-year-old Windows tool to macOS in two days: “I was flabbergasted”

Mark Russinovich, the Chief Technology Officer of Microsoft Azure, transitioned ZoomIt, a Windows tool for screen zooming, recording, and annotation, to macOS using artificial intelligence. Originally developed to aid in teaching Windows Internals, ZoomIt has been enhanced over the years with features like screen recording and webcam overlays. Despite initial reluctance due to time constraints, Russinovich utilized AI to create a functional macOS version in just two days, significantly faster than anticipated. The AI model leveraged the original Windows code, allowing for a high-fidelity clone of ZoomIt that includes essential features. ZoomIt for macOS is now available as a free and open-source tool, requiring macOS 14 Sonoma or newer, and can be installed via Homebrew or from Microsoft’s GitHub repository. Users can access its functionalities through keyboard shortcuts and a menu bar icon.

Winsage

September 17, 2026

The real reason your Windows 11 taskbar couldn’t move for 5 years

Tali Roth, overseeing Windows core user experience, revealed that Windows 11 did not inherit significant portions of the legacy Win32 code, particularly affecting the taskbar's customization and repositioning features. Microsoft had to rebuild the taskbar from scratch, which complicated the ability to allow users to move it, as each application would need to adapt to such changes. Initially, the demand for a movable taskbar was low, but user feedback prompted Microsoft to reconsider. Similarly, the Start menu in Windows 11 offered fewer customization options compared to Windows 10 due to a design shift towards a minimalist aesthetic, making it difficult to reintegrate previous features. Microsoft is balancing user feedback with its design vision as it evolves the Windows experience.