AI has turbocharged coding, but stirred a slop problem of its own


AI coding tools were supposed to make software development faster and easier. They did, but maybe a little too well. People are writing code faster than ever before, and this has created a whole new set of problems for companies.

According to The New York Times, one financial services company started using Cursor, an AI coding tool, and went from producing 25,000 to 250,000 lines of code per month. That sounds like a win, but it created a backlog of one million lines of unreviewed code. 

“The sheer amount of code being delivered, and the increase in vulnerabilities, is something they can’t keep up with,” said Joni Klippert, CEO of StackHawk, a security startup working with the firm.

The problem has spread across Silicon Valley. Companies are now producing more code than they have the people to review, and that gap is becoming a security risk.

So, what’s the problem?

The role responsible for catching errors in AI-generated code is called an application security engineer. There aren’t nearly enough of them. “There are not enough application security engineers on the planet to satisfy what just American companies need,” said Joe Sullivan, an adviser to Costanoa Ventures.

It’s not just a staffing problem either. AI coding tools work better on personal laptops than on secure company servers, which means engineers are downloading entire codebases onto personal devices. If a laptop goes missing, so does a lot of sensitive data.

Is more AI really the answer?

Predictably, Silicon Valley thinks so. Companies like Anthropic, OpenAI, and Cursor are already building AI-powered review tools to help catch errors in AI-generated code. Cursor even acquired a code-reviewing startup to build this into its product.

As Cursor’s head of engineering put it, “The software development factory kind of broke. We’re trying to rearrange the parts in some sense.”

I have my doubts. Yes, AI will eventually be able to catch errors in code, but human review will still be necessary before releasing final production. Recently, an AI code caused an Amazon outage, resulting in over 100,000 lost orders and 1.6 million errors. 

No company wants to see that happen, and I am not sure AI code reviewers are the answer.



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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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