Artificial intelligence may be transforming the financial industry, but some firms are beginning to push back against a growing trend: graduates who rely too heavily on AI tools without demonstrating deeper analytical thinking.
According to a report by The Financial Times, the issue recently surfaced through experiences shared by senior finance professionals, including one New York financier who described his company’s 2025 interns as the first group of “true AI natives.” These students had grown up using both digital platforms and generative AI systems, and initially appeared highly capable during recruitment.
However, according to the financier quoted in the report, problems emerged once senior executives began testing their ideas more closely. While presentations and outputs looked polished, many responses reportedly lacked depth, originality, and independent reasoning. The result was a reduction in return offers and a shift in hiring priorities toward candidates with stronger critical thinking skills, including those from humanities backgrounds.
Finance firms want more than AI fluency
The broader finance industry continues to invest aggressively in AI. Major firms such as JPMorgan and Visa increasingly describe themselves as technology-driven businesses, while Nvidia recently reported that most finance executives believe AI is becoming critical to future growth.
But despite the enthusiasm, real-world results remain mixed. A recent survey by Cambridge Judge Business School found that although more than 80 percent of financial firms now use AI, most deployments remain focused on back-office tasks rather than core strategic functions.
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The same survey also showed that many companies are struggling to measure AI’s actual business impact. Only a minority reported meaningful profit gains, while a large percentage said AI had produced little noticeable financial change so far.
This disconnect is beginning to influence hiring and workplace expectations. Instead of simply looking for candidates who can use AI tools effectively, employers increasingly want people who can challenge AI-generated outputs, identify weaknesses, and apply independent judgment.
Why this matters beyond finance
The trend reflects a broader shift happening across industries. AI skills are becoming common, but companies are starting to differentiate between people who rely on AI for answers and those who can think critically alongside it.
For students and young professionals, this could reshape what employers value most. Technical knowledge and AI familiarity remain important, but they are no longer enough on their own. Communication skills, reasoning, adaptability, and deeper subject understanding are becoming equally important in an AI-driven workplace.
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At the same time, regulators are also becoming more cautious about AI’s role in finance. Concerns around AI hallucinations, cyber risks, and automated decision-making are pushing financial authorities to develop safer testing frameworks and oversight mechanisms.
The bigger challenge ahead
The growing consensus within finance appears to be that AI is most effective as an enhancement tool rather than a replacement for human thinking. As adoption accelerates, the firms likely to benefit most may not be those using the most AI, but those combining automation with employees capable of strong judgment and original analysis.
That shift could redefine hiring trends over the next few years – and may explain why some finance firms are no longer fully sold on the “AI-pilled” graduate.
Microsoft is making the Insider Program less complicated.
Beta channel will be a more reliable preview of the next retail release.
Other changes will allow testers to quickly enable/disable new features.
Last month, Microsoft took official notice of its customers’ many complaints about Windows 11. Pavan Davaluri, the executive vice president who runs the Windows and Devices group, promised sweeping changes to Windows 11. Today, the company announced the first of those changes in a post authored by Alec Oot, who’s been the principal group product manager for the Windows Insider Program since January 2024.
Those changes will streamline the Insider program, which has lost sight of its original goals in the past few years. (For a brief history of the program and what had gone wrong, see my post from last November: “The Windows Insider Program is a confusing mess.”)
If you’re currently participating in the Windows Insider Program, these are meaningful changes. Here’s what you can expect.
Simplifying the Insider channel lineup
Throughout the Windows 11 era, signing up for the Insider program has required choosing one of four channels using a dialog in Windows Settings. Here’s what those options look like today on one of my test PCs.
The current Insider channel lineup is confusing, to say the least.
Screenshot by Ed Bott/ZDNET
Which channel should you choose? As the company admitted in today’s post, “the channel structure became confusing. It was not clear what channel to pick based on what you wanted to get out of the program.”
The new lineup consists of two primary channels: Experimental and Beta. The Release Preview channel will still be available, primarily for the benefit of corporate customers who want early access to production builds a few days before their official release. That option will be available under the Advanced Options section.
This simplified lineup is easier to follow. Beta is the upcoming retail release, Experimental is for the adventurous.
Screenshot courtesy of Microsoft
Here’s Microsoft’s official description of what’s in each channel now, with the company’s emphasis retained:
Experimental replaces what were previously the Dev and Canary channels. The name is deliberate: you’re getting early access to features under active development, with the understanding that what you see may change, get delayed, or not ship at all. We’ve heard your feedback that you want to access and contribute to features early in development and this is the channel to do that.
Beta is a refresh of the previous Beta Channel and previews what we plan to ship in the coming weeks. The big change: we’re ending gradual feature rollouts in Beta. When we announce a feature in a Beta update and you take that update, you will have that feature. You may occasionally see small differences within a feature as we test variations, but the feature itself will always be on your device.
These changes will apply to the Windows Insider Program for Business as well.
Offering a choice of platforms
For those testers who want to tinker with the bleeding edge of Windows development, a few additional options will be available in the Experimental channel. These advanced options will allow you to choose from a platform that’s aligned to a currently supported retail build. Currently, that’s Windows 11 version 25H2 or 26H1, with the latter being exclusively for new hardware arriving soon with Snapdragon X2 Arm chips.
There will also be a Future Platforms option, which represents a preview build that is not aligned to a retail version of Windows. According to today’s announcement, this option is “aimed at users who are looking to be at the forefront of platform development. Insiders looking for the earliest access to features should remain on a version aligned to a retail build.”
The Future Platforms option is the equivalent of the current Canary channel
Screenshot courtesy of Microsoft
Minimizing the chaos of Controlled Feature Rollout
Last month, I urged Microsoft to stop using its Controlled Feature Rollout technology, especially for builds in the Beta channel. Apparently, someone in Redmond was listening.
One of the most common questions we receive from Insiders is “why don’t I have access to a feature that’s been announced in a WIP blog?” This is usually due to a technology called Controlled Feature Rollout (CFR), a gradual process of rolling out new features to ensure quality before releasing to wider audiences. These gradual rollouts are an industry standard that help us measure impact before releasing more broadly. But they also make your experience unpredictable and often mean you don’t get the new features that motivated many of you to join the Insider program to begin with.
Moving forward, Insider builds in the Beta channel will no longer suffer from this gradual rollout of features. Meanwhile, the company says, “Insiders in the Experimental channel will have a new ability to enable or disable specific features via the new Feature Flags page on the Windows Insider Program settings page.”
Builds in the Experimental channel will include the option to turn new features on or off.
Screenshot courtesy of Microsoft
Not every feature will be available from this list, but the intent is to add those flags for “visible new features” that are announced as part of a new Insider build.
Making it easier to change channels
The final change announced today is one I didn’t see coming. Historically, leaving the Windows Insider Program or downgrading a channel (from Dev to Beta, for example) has required a full wipe and reinstall. That’s a major hurdle and a big impediment to anyone who doesn’t have the time or technical skills to do that sort of migration.
Beginning with the new channel lineup, it should be easier to change channels or leave the program without jumping through a bunch of hoops.
To make this a more streamlined and consistent experience, we’re making some behind the scenes changes to enable Insider builds to use an in-place upgrade (IPU) to hop between versions. This will allow in most cases Insiders to move between Experimental, Beta, and Release Preview on the same Windows core version, or leave the program without a clean install. An IPU takes a bit more time than your normal update but migrates your apps, settings, and data in-place.
If you’ve chosen one of the future platforms from the Experimental channel, those options don’t apply. To move back to a supported retail platform, you’ll need to do a clean install.
The upshot of all these changes should make things a lot clearer for anyone trying to figure out what’s coming in the next big feature update. Beta channel updates, for example, should offer a more accurate preview of what’s coming in the next big feature update, so over the next month or two we should get a better picture of what’s coming in the 26H2 release, due in October.
When can we start to see those changes rolling out to the general public? Stay tuned.
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