“It represents how important this is to our mission that this is right up there with Claude Code and Claude Cowork as the next really significant product that we’re releasing,” says Eric Kauderer-Abrams, Anthropic’s head of life sciences. “Our mission is to develop AI that serves humanity’s long-term well-being, and we believe that by far the greatest opportunity to do that is in the life sciences.”
For the past decade, one company—Google DeepMind—has been at the vanguard of AI for science. CEO Demis Hassabis and researcher John Jumper won the Nobel Prize in chemistry for their work on the company’s AlphaFold model, and DeepMind has also made major contributions to meteorology, materials science, and a variety of other disciplines. But in the past several months, the fast-advancing frontier of AI progress seems to have left DeepMind in the dust. When it comes to coding, which has become the most lucrative use case for LLMs, DeepMind is stuck playing catch-up.
Anthropic is well positioned to take up DeepMind’s scientific mantle. Like Hassabis, Anthropic CEO Dario Amodei is a PhD scientist—unlike OpenAI CEO Sam Altman, who’s a businessman through and through. Many scientists are already avid users of tools such as Claude Code. These days, a lot of scientific research involves some amount of coding, but not all scientists are expert software engineers, and so tools like Claude Code can make a huge difference for their productivity. And the company has recently earned a major scientific vote of confidence: Earlier this month, Jumper announced that he is leaving DeepMind for Anthropic.
Since agents powered by LLMs, including Anthropic’s Opus model series, became capable of useful, independent work in late 2025, scientists have been seeing just how much they can do. In a blog post published on Anthropic’s website, the Harvard physicist Matthew Schwartz estimated, on the basis of his work with Claude Code and other Anthropic tools, that the company’s Opus 4.5 model is about as capable of executing scientific projects as a second-year graduate student.
According to Kauderer-Abrams, Claude Science isn’t intended to displace Claude Code and Claude Cowork in scientists’ workflows. Instead, it’s designed to build on what scientists already find useful about Anthropic’s products. For instance, it not only writes code but also helps scientists run their code on powerful computer clusters, which many many scientists need for their work but can be difficult to manage. And it prioritizes reproducibility, so that scientists can trace back the source of any figure or result and check it for accuracy and validity.
Microsoft has spent the last several years pushing Copilot and new user interface designs, which has meant that several great features included with Windows don’t get the recognition that they deserve. These are some of my favorites that will run on any Windows 11-compatible PC.
Clipboard history remembers everything you copy
Win+V replaces one of the oldest frustrations in computing
Windows’s default clipboard has been a source of minor but constant annoyance: it holds exactly one thing. If you copy something new, the previous item is wiped out. It is enough of a problem that multiple third-party apps were created to address the shortcoming.
Now, Windows has Clipboard History built in, though it isn’t enabled by default. To turn it on, press Windows+i, thennavigate to System > Clipboard, and click the toggle next to Clipboard history.
Once it is enabled, you can press Win+V to view up to 25 items in your clipboard history, including text, images, and links.
If you have specific pieces of information you use daily—like an email signature, a common code snippet, or a home address—you should pin up some of those items. Pinned items persist between system reboots and clipboard history clears, which means you never have to hunt to find something when you need it.
You can even enable sync in the Clipboard settings, allowing your copied text to follow you between different PCs signed in to the same Microsoft account. Once you get into the habit of using Win+V, the standard copy-paste function will feel useless by comparison.
Voice typing actually works now
Win+H lets you write with your voice
Windows dictation software has a reputation for being clunky and difficult to use, but that isn’t the case anymore. Thanks to the improvements in AI that we’ve seen since 2024, voice typing accuracy has improved significantly, especially for technical vocabulary. You don’t have to spend your time manually fixing formatting either. The tool supports punctuation commands like “period,” “new line,” and “question mark,” which prevents your text from turning into a rambling mess.
To use voice typing,press Windows+H anywhere there is a text field.
While it isn’t a full replacement for high-end professional software, it is free, built-in, and more than good enough for long-form writing, taking down a sudden idea, or writing quick messages when your hands are full.
Snap layouts make window management effortless
Hover over the maximize button and pick a layout
You can manually drag windows to the edges of your screen to split your display up, but you’re doing more work than is necessary in most cases. Windows’ Snap Layouts allow you to instantly arrange your Windows into predefined halves, thirds, or quarters. Just hover over the maximize button on any window or press Win+Z.
One of the most practical aspects of this system is the Snap Group. If you snap a browser and a document side-by-side, Windows remembers them as a pair. When you Alt+Tab, you can bring the entire group back together.
Live captions transcribe any audio on your device
Real-time subtitles for anything you’re watching
You can enable real-time subtitles for any audio playing through your speakers by going to Settings > Accessibility > Captions, or by pressing Win+Ctrl+L. The audio is processed locally on your device; nothing is sent to the cloud, which is critical if you’re privacy conscious or if whatever you’re captioning demands confidentiality.
I’ve mostly taken to using it when it is too hot to wear my headphones. I can just toggle it on and keep watching without disrupting anyone around me.
There are some hardware requirements you need to meet. Basic same-language captioning works on any Windows 11 PC running 22H2 and up, but if you want real-time translation, you will need Copilot+ hardware with an NPU and at least Windows 11 24H2.
Windows lets me turn my rambling thoughts into notes without typing anything.
Dynamic Lock locks your PC when you walk away
Pair your phone via Bluetooth and your computer can lock itself automatically
I can’t count how many times I’ve stepped away from my PC only to think, “Dang, I forgot to lock my PC.”
Fortunately, Windows has an easy way to handle that automatically by pairing your phone with your PC. When your phone gets out of range (about 20 feet in my house, though your wall materials and layout will affect that), your computer will automatically lock after about 30 seconds. There is no need to install a separate app on your phone, the setup just uses the Bluetooth connection itself. While the 30-second delay means it isn’t a guarantee no one can access my PC, it does mean it won’t remain unlocked if I step away for a long time.
I especially like this feature when I’m working on my laptop in public.
You can enable Dynamic Lock by navigating to Settings > Bluetooth & devices and pairing your phone, then enabling Dynamic Lock in Settings > Accounts > Sign-in options.
Microsoft includes tons of great tools if you dig for them
These tools aren’t alone either. There are tons of practical tools buried in Windows, unappreciated and underutilized.
Each of these tools takes less than a minute to enable, but they can make a significant difference in your day-to-day workflow. It is worth the small investment of time to find them and set them up.
If you’re looking for even more advanced customization options, I’d recommend checking out Microsoft PowerToys. It gives you a huge range of fantastic tools that make Windows much more pleasant to use.
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