Google’s AI Health Guidance Is What I’ve Been Looking for, but I Miss the Fitbit App


After spending all night working on a story about my hands-on time with Google’s upcoming smart glasses, I woke up weary from five hours of sleep. Google Health was sure to make me aware of that: “You’re getting high-quality sleep but not enough of it,” the app said when I opened it. I paid attention.

I was encouraged to drink water, take it easy and get to bed earlier. I appreciated the summary, and it felt a bit different from any other fitness tracker I’ve ever used before.

The new Fitbit Air is comfy and easy to forget about when it’s on your wrist, but the rebooted Google Health app it pairs with is the real change. Deep AI summaries of daily health progress — written up using generative AI — are the biggest focus. The subscription-based AI coaching feels like exactly the kind of feature I’d wanted on wearables for years. Now that it’s here, though, I wish it were layered onto the now-retired Fitbit app instead of existing as an entirely separate experience.

Google Health on a phone next to the Fitbit Air, with the app explaining exhaustion levels via text AI

I told Google Health my muscles felt heavy, and it seems to have served that up to me again.

Scott Stein/CNET

Gemini’s AI observations are helpful, but can be spammy

Text-based AI summaries of activity and sleep data are a clever idea, and being able to chat with the AI about trends in my history feels genuinely novel. But I don’t find myself wanting to chat with it; I just like to glance at the observations and act accordingly. 

I told Google Health I’d done some weight training one day, and it logged the activity based on my description. Beyond that, though, I wasn’t especially interested in telling it how I felt or what my plans were. Mentioning that workout just once also led Google Health to repeatedly remind me about those same weights each day, instead of suggesting other activities I might want to try.

Text, however, can feel messy. Plus, I like charts and clear stat layouts. The Fitbit app always excelled at that, and while Google Health still offers some of those stats on tap, the instant-glance dashboard is largely gone. 

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The Fitbit Air is comfy and feels invisible, which helps me wear it all the time. Its sleep observations are impressive, too.

Vanessa Hand Orellana/CNET

Gemini mostly managed my exhaustion

After a week of terrible sleep habits — a dizzying stretch at Google I/O followed by a weekend at my Princeton collegereunion, where I didn’t get to bed until around 3 a.m. each night — Google Health genuinely helped me understand how badly I needed recovery. It also highlighted which of those short nights of sleep seemed to be the most restorative.

Google Health showing sleep analysis on a phone next to the Fitbit Air

I do like the sleep analysis in Google Health.

Scott Stein/CNET

I appreciated its advice on resting, recovering and generally taking better care of myself. Once the reunion was over, I went to bed much earlier and got sleep that Google Health considered beneficial. It also noted that I woke up late during a deep sleep stage, which can leave you feeling groggy — and, to be fair, I was groggy for most of Sunday.

But Google Health also interpreted my 19-minute walk at 1:44 a.m. late Saturday — or technically very early Sunday — as a “solid way to bridge into Sunday.” In reality, it was just more walking on a 17,000-plus-step day when I was exhausted and trying to find an Uber home, which didn’t feel like much of a healthy transition at all.

Google Health stats on a phone next to Fitbit Air

Not wild about this health dashboard.

Scott Stein/CNET

The new app feels unfinished

I like the AI summaries, but I’d much rather see them tucked into a sidebar or separate panel while the standard Fitbit summaries remain front and center. Then again, if that happened, Google probably wouldn’t be able to put its AI health coach in your face as aggressively as it does now — and that’s exactly what I don’t like. I don’t want my health journey to feel like a feed. I want it to feel like a dashboard.

AI Atlas

Yes, Google’s Health app does have Sleep and Health stat dashboards that can be brought up at a tap, but neither feel as comprehensive and distilled as what Fitbit offered before at a glance. And without a screen on the Fitbit Air, I need those stat readouts on the phone more than ever.

I think this is an evolutionary step. Maybe other wearables (including, perhaps, smart glasses) serve up screens on demand that deliver the readouts I want. But instead, what if Google’s Gemini layer were summoned when needed? As Apple readies its next version of WatchOS and as wearables such as the Oura ring keep advancing in features, AI-infused summaries and coaching are inevitably going to be the future of health tech. 

But I don’t trust AI enough to deeply chat with it, and text summaries and advice can become exhausting. What about infusing these observations into useful infographics? Or just bring back that Fitbit app and add Gemini in? 

There’s still time to consider this, Google. Everything doesn’t have to be an AI feed, even though Google I/O made it clear that’s the direction Google wants to push.





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Google Gemini

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ZDNET’s key takeaways

  • Google is downloading a 4GB file to the PCs of many Chrome users.
  • The file is harmless and is used for the Gemini Nano on-device LLM.
  • You’ll see it if you’ve opted into the on-device AI setting in Chrome.

Google is silently saving a Chrome-related file to many computers. That’s nothing earth-shaking. But this file is a hefty 4GB in size, which has caught the attention of some Google watchers. What is the file, why is it being installed, and how can you check for it?

Also: I let Chrome’s AI agent shop, research, and email for me – here’s how it went

In a new blog post, computer scientist Alexander Hanff, aka the Privacy Guy, pulled back the curtain on this mysterious file. Named weights.bin, the file is being downloaded deep within the user data folder of many Chrome users. The file itself is related to Gemini Nano, which Google is using as the on-device AI model for Chrome users.

If you delete the file, it comes back

Though there’s nothing risky or dangerous about the file, Hanff and others have expressed concerns that it’s being downloaded without users’ knowledge or permission. And if you delete the file, it eventually comes back, Hanff said. That by itself is hardly alarming; that’s part of any software update. Rather, some of the criticism centers on the file’s size. If you have ample hard disk space, then 4GB is likely not a big deal. But if you’re running low, that big a file might chew up space you can’t spare.

Traditionally, AI models like Gemini use the cloud to interact with you. Submit a request, ask a question, or kick off a conversation, and the AI taps into its online data and resources to respond. But that method can be slow and naturally requires that you be connected. By traveling between your device and the cloud, your data can also be exposed.

A trend has emerged in which companies are experimenting with locally stored LLMs (large language models). That not only speeds up the process, but it also means you can use the AI offline and more securely. Gemini Nano has already been in play on Google’s own Pixel phones.

That explains why the file is so large; it has to pack in a lot of data. In this case, a weights file contains numbers that measure the level of importance an AI model assigns to your input. The AI uses these values to determine what should come next. For example, let’s say you start typing the phrase “Why did my new phone cost me an arm and a…” at the prompt. The AI assigns weights to your input to help it predict that the next word would be “leg.”

Also: This powerful Gemini setting made my AI results way more personal and accurate

How can you tell if the file has been downloaded to your PC? First, open Chrome, go to Settings, and select System. On the System screen, check whether the On-device AI option is turned on. If so, then you probably have the file or will soon get it.

To double-check, you’ll have to navigate to the user folder on your PC. That location varies based on your operating system. On my Windows 11 PC, I ran a search in File Explorer for weights.bin. The search took a long journey through the following path: C:\Users\lance\AppData\Local\Google\Chrome\User Data\OptGuideOnDeviceModel\2025.8.8.1141. At that final location, the weights.bin file appeared, measuring 4GB.

Since the file is downloaded again if you simply delete it, you’ll have to take an extra step to get rid of it permanently. After you delete the file, go back to Settings in Chrome and select System. Then  turn off the switch for On-device AI.

But as long as you have enough disk space (and if you can’t spare 4GB, then it’s time to clean up your drive), the file is little cause for concern. Just forget about it, especially if you’re keen to try on-device AI, and we’ll see what the future holds for Gemini Nano.





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