Research says AI chatbots judge you, and it doesn’t always end well


In the latest twist of AI evolution, we have moved past the phase of simple errors and into something much more personal and problematic. New research suggests that AI chatbots are not just processing your prompts. Instead, they are forming psychological profiles and judging you in ways that could influence everything from customer service to financial approvals.

A recent study published by the Hebrew University of Jerusalem (via Tech Xplore) reveals the hidden logic behind how large language models evaluate human users. While we often view these bots as neutral tools, the research indicates they are trained to assign traits like competence, integrity, and benevolence to users.

The mechanics of AI judgment

The core of the issue lies in how AI models interpret certain signals. The study found that while humans make holistic judgments, AI breaks down people into components, scoring personality traits like separate columns in a spreadsheet. This leads to a rigid, by-the-book style of judgment that lacks human nuance.

Even more concerning is how these models decide who to trust. In simulations involving lending money or hiring babysitters, the AI did not just look at the facts. It formed a version of trust that favored those who appeared well-intentioned, but it did so through a mechanical lens.

Amplified bias and real-world stakes

The study further highlights that these judgments are not applied equally. Researchers found significant biases where the AI decisions shifted based on demographic traits like age, religion, and gender. These differences appeared even when every other detail about the person was identical. In financial scenarios, these biases were often more systematic and stronger than those found in human participants.

What’s more unsettling is that there’s no single AI opinion. The researchers found that different models made wildly different judgments about the same person, effectively operating with different moral compasses.

Why this matters

This judgment could lead to a new form of digital anxiety. We are entering a time where you might need to act a certain way for the AI just to get the best results. Because different models can reward or penalize the same trait, the specific AI system a company chooses could quietly decide your creditworthiness or your next job.

As we move toward a more automated world, the AI industry needs more than just better code. We need to see these hidden judgments before a digital assistant accidentally hurts your reputation or your bank account based on who it thinks you are. The goal of AI should be to make life easier, not to add a layer of profiling that users did not ask for.



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Recent Reviews


Google Maps has a long list of hidden (and sometimes, just underrated) features that help you navigate seamlessly. But I was not a big fan of using Google Maps for walking: that is, until I started using the right set of features that helped me navigate better.

Add layers to your map

See more information on the screen

Layers are an incredibly useful yet underrated feature that can be utilized for all modes of transport. These help add more details to your map beyond the default view, so you can plan your journey better.

To use layers, open your Google Maps app (Android, iPhone). Tap the layer icon on the upper right side (under your profile picture and nearby attractions options). You can switch your map type from default to satellite or terrain, and overlay your map with details, such as traffic, transit, biking, street view (perfect for walking), and 3D (Android)/raised buildings (iPhone) (for buildings). To turn off map details, go back to Layers and tap again on the details you want to disable.

In particular, adding a street view and 3D/raised buildings layer can help you gauge the terrain and get more information about the landscape, so you can avoid tricky paths and discover shortcuts.

Set up Live View

Just hold up your phone

A feature that can help you set out on walks with good navigation is Google Maps’ Live View. This lets you use augmented reality (AR) technology to see real-time navigation: beyond the directions you see on your map, you are able to see directions in your live view through your camera, overlaying instructions with your real view. This feature is very useful for travel and new areas, since it gives you navigational insights for walking that go beyond a 2D map.

To use Live View, search for a location on Google Maps, then tap “Directions.” Once the route appears, tap “Walk,” then tap “Live View” in the navigation options. You will be prompted to point your camera at things like buildings, stores, and signs around you, so Google Maps can analyze your surroundings and give you accurate directions.

Download maps offline

Google Maps without an internet connection

Whether you’re on a hiking trip in a low-connectivity area or want offline maps for your favorite walking destinations, having specific map routes downloaded can be a great help. Google Maps lets you download maps to your device while you’re connected to Wi-Fi or mobile data, and use them when your device is offline.

For Android, open Google Maps and search for a specific place or location. In the placesheet, swipe right, then tap More > Download offline map > Download. For iPhone, search for a location on Google Maps, then, at the bottom of your screen, tap the name or address of the place. Tap More > Download offline map > Download.

After you download an area, use Google Maps as you normally would. If you go offline, your offline maps will guide you to your destination as long as the entire route is within the offline map.

Enable Detailed Voice Guidance

Get better instructions

Voice guidance is a basic yet powerful navigation tool that can come in handy during walks in unfamiliar locations and can be used to ensure your journey is on the right path. To ensure guidance audio is enabled, go to your Google Maps profile (upper right corner), then tap Settings > Navigation > Sound and Voice. Here, tap “Unmute” on “Guidance Audio.”

Apart from this, you can also use Google Assistant to help you along your journey, asking questions about your destination, nearby sights, detours, additional stops, etc. To use this feature on iPhone, map a walking route to a destination, then tap the mic icon in the upper-right corner. For Android, you can also say “Hey Google” after mapping your destination to activate the assistant.

Voice guidance is handy for both new and old places, like when you’re running errands and need to navigate hands-free.

Add multiple stops

Keep your trip going

If you walk regularly to run errands, Google Maps has a simple yet effective feature that can help you plan your route in a better way. With Maps’ multiple stop feature, you can add several stops between your current and final destination to minimize any wasted time and unnecessary detours.

To add multiple stops on Google Maps, search for a destination, then tap “Directions.” Select the walking option, then click the three dots on top (next to “Your Location”), and tap “Edit Stops.” You can now add a stop by searching for it and tapping “Add Stop,” and swap the stops at your convenience. Repeat this process by tapping “Add Stops” until your route is complete, then tap “Start” to begin your journey.

You can add up to ten stops in a single route on both mobile and desktop, and use the journey for multiple modes (walking, driving, and cycling) except public transport and flights. I find this Google Maps feature to be an essential tool for travel to walkable cities, especially when I’m planning a route I am unfamiliar with.


More to discover

A new feature to keep an eye out for, especially if you use Google Maps for walking and cycling, is Google’s Gemini boost, which will allow you to navigate hands-free and get real-time information about your journey. This feature has been rolling out for both Android and iOS users.



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