Skip to main content
  1. Home
  2. Emerging Tech
  3. Cars
  4. Computing
  5. News

Here's the most efficient route for a road trip through the lower 48 states

Add as a preferred source on Google

Squeezing the most fun possible into your vacation days is a challenge for anyone. If you’re a computer science researcher, however, it’s a challenge that comes with an answer.

Randy Olson is a postdoctoral researcher at the University of Pennsylvania, whose work involves biologically-inspired artificial intelligence. Recently he decided to merge his love of travel and algorithms by creating  formula to plan the most efficient U.S. road trip ever.

Recommended Videos

Olson started off by laying a few ground rules, such as the fact that his journey should enable him to drive to the capitol buildings in the maximum number of U.S. states possible — excluding Alaska and Hawaii because they would take too long to reach, or in the case of Hawaii, be impossible without a plane. He also wanted to avoid routes that would require him to travel through foreign countries, since entering and leaving these places required a passport and wasted time crossing borders.

As Olson tells Digital Trends, this is essentially a variation on the classic “traveling salesman problem,” referring to a routing conundrum that is among the most-studied challenges in optimization. “The traveling salesman problem is difficult to brute force because there are millions of ways to order your trip to the cities, yet there’s typically only one ‘best’ route,” he says, describing it as finding “a needle in a computerized haystack.” Fortunately, computers can help.

“If you’ve ever used Google Maps to get the directions between two addresses, that’s basically what we have to do here,” Olson writes on his blog. “Except this time, we need to look up 2,256 directions to get the ‘true’ distance between all 48 state capitols.” One Google Maps API, Python script, and clever routing algorithm later, and Olson had his journey meticulously planned — which you can check out here.

Whether he’s been able to actually go on it yet is another question, unfortunately. “I wish I could hop in a car and go on the trip right now,” he tells us. “Alas, work keeps me too busy to take months-long trips like this one. My trips are typically limited to weekend road trips lately, which is why I like that this ‘limited budget’ algorithm [can suggest] shorter trips as well.”

In the meantime, he’s been thinking of more things to optimize — including gas stops, walking tours around the cities he plans to visit, and even adding time constraints so he can visit timely activities along the way.

“There’s a ton of room for optimization when it comes to road trips,” Olson says. Now if only he could bring himself to actually take a vacation day or two.

Luke Dormehl
I'm a UK-based tech writer covering Cool Tech at Digital Trends. I've also written for Fast Company, Wired, the Guardian…
Researchers hid a prompt injection inside a PNG, and AI fell for it
Hacker

AI coding assistants like Claude are becoming every developer's favorite coworker. They can review code, explain confusing functions, and even write entire features with a single prompt. But new research suggests that this growing trust could also become their biggest weakness.

A team of security researchers (professor Sudipta Chattopadhyay and researcher Murali Ediga) has demonstrated an unusual attack that doesn't target the AI model directly. Instead, it targets what the AI doesn't pay enough attention to during code reviews. Rather than hiding malicious instructions in lines of code, the researchers tucked them inside an image file. Since many AI review tools treat images as decorative assets rather than as something worth inspecting, the pull request can appear perfectly harmless and sail through the review.

Read more
AI has already fallen into the wrong hands and they’re using it to make bombs
Logo, Text

Artificial intelligence has quickly become the go-to tool for everything from writing emails and summarizing meetings to helping students study or developers debug code. But the same technology that saves people time can also be misused, and a new report suggests that terrorist organizations are finding ways to do exactly that.

According to a research paper shared with The New York Times ahead of its publication, researchers found evidence that members of Boko Haram have been using popular AI chatbots to support both day-to-day activities and combat-related tasks. Interviews with 27 former members conducted in Nigeria over the past two years suggest that tools such as ChatGPT, Gemini, Claude, Grok, Meta AI, and DeepSeek were used to gather technical information, troubleshoot weapons, and even assist with planning attacks.

Read more
Claude Code can now browse the web without opening Chrome
The desktop app now includes an in-app browser that can read websites, click links, and interact with web apps.
Claude Code Featured

Developers spend a surprising amount of time bouncing between their code editor, browser tabs, API documentation, GitHub issues, and design files. Anthropic thinks Claude Code should simply do all of that without constantly asking users to switch windows. The company has announced a new in-app browser for Claude Code on desktop, allowing its AI coding assistant to open websites, read documentation, inspect designs, and interact with web pages directly from within the application.

A browser built into Claude Code

Read more