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It stopped being just a packaging tool the day our onboarding doc got shorter instead of longer.

Three weeks into a new ML platform job, I asked a coworker why the 'getting started' doc had a section called 'If conda breaks, try the alternative.' He laughed in a way that told me it wasn't a joke. Every new hire spent their first two days fighting Python versions, CUDA driver mismatches, and a vector database that someone had installed locally in 2022 and nobody dared touch. We had four individuals on the team, each with distinct working setups, and "it works on my machine" was no longer a mere punchline; it had become a regular agenda item during our daily standup meetings. 

Let's begin with the definition of an AI agent. 

Agents are software entities that perform tasks autonomously on behalf of a user or another program. Another way to say it is that agents can perceive the environment, think, and act to achieve a specific goal with minimal human intervention. Action is the key here.

We’re doing a live stream today on the CritterWatch 1.0 release — but it’s maybe a little dicy whether the official release happens before or after the live stream:-)

PowerToys v0.101.2312.0 Preview

This preview release fixes Shortcut Guide activation, preserves transparency in SVG thumbnails, prevents a Screen Ruler settings crash, and updates Window Hopper discovery.

Installer Hashes

Highlights

• Shortcut Guide: Made Win+Shift+/ reliably open the full guide independently of Windows-key hold settings and remain visible after Win is released.
• File Explorer: Preserved transparent backgrounds in SVG thumbnails instead of rendering them black.
• Screen Ruler: Migrated legacy measurement-unit settings to prevent Settings from crashing when leaving the Screen Ruler page.
• Window Hopper: Moved the New badges from Shortcut Guide to Window Hopper across Settings and the welcome experience.

Advanced Paste

• Added regression coverage to keep custom actions compatible with OpenAI models that do not support reasoning-effort settings in #49867 by @Sthitadhi1.

File Explorer

• Preserved transparent SVG thumbnail backgrounds and fixed an image-resize resource leak in #49301 by @pedrolamas.

PowerToys Run

• Added PoetSearch to the third-party plugin list for searching classical Chinese poetry in #49946 by @Greyaircraft.

Screen Ruler

• Migrated legacy measurement-unit values to valid settings, preventing Settings from crashing when navigating away from Screen Ruler in #49898.

Shortcut Guide

• Separated regular-hotkey activation from Windows-key hold activation, so Win+Shift+/ reliably opens the full guide and stays visible after Win is released in #50000 by @LegendaryBlair.

Window Hopper

• Moved the New badges from Shortcut Guide to Window Hopper throughout Settings and the welcome experience in #49995.

Development

• Separated common .NET project properties from WinRT-specific settings and made CI validation faster and more robust in #48059 by @daverayment.

Framework has refreshed its 12-inch convertible laptop, introducing Intel's latest Core Series 3 processors, expanded hardware customizations, and a pre-built Linux option. The cheapest pre-built base configuration for the Framework Laptop 12 now starts at $699 - $100 less than the previous version when it launched last year. Preorders are open now, with the first wave of deliveries expected to ship in October.

That pre-built base configuration is only available in green, and includes an Intel Core 3 304 CPU, 8GB of RAM, and 512GB of storage. It also comes preloaded with Linux Fedora 44 KDE Plasma, a decision brought on by Framework finding …

Read the full story at The Verge.