Skip to main content
  1. Home
  2. Computing
  3. Gaming
  4. News

Learning by playing: AI can dominate most human competitors in Freeciv

Add as a preferred source on Google

Beating the AI opponents in a strategy game is the first step any gamer takes before heading online where the real challenge is. Whether they cheat or not, most game AIs are beatable, often with simple, repeatable strategies once you find their weak points. Not so with Arago’s flagship AI. Named HIRO (Human Intelligence Robotically Optimized), the algorithm can beat almost all players — and that’s not even its main job.

Arago is an IT automation firm, which develops smart AIs that can streamline businesses and automate many of their functions. HIRO is one such AI, and while it does an excellent job of improving workflows at a number of corporations, it’s the way it’s trained that is most fascinating. It plays — very well at that — the freely available civilization-building game called Freeciv.

Recommended Videos

Much like Sid Meier’s series, Freeciv is a game about deep strategical choice over many turns and many hours. Typical AI in games like this are easily outstripped by human players, but not so with Arago’s HIRO, which has beaten 80 percent of the humans it’s gone up against and is still getting smarter (thanks TechCrunch).

Getting better at anything requires training, whether you’re a human or AI like HIRO. To that end, Arago made it possible for HIRO to understand words like “city,” and “tile” in order to teach it in a more humanlike manner. It’s the restructuring and recombining of the lessons it’s been taught over time that make HIRO so versatile and ultimately capable of beating almost any opponent that’s thrown at it.

HIRO Learns to Play Freeciv

Arago is rather proud of this achievement, pointing out that Freeciv is a highly complicated game, with many more permutations of moves than the Go game that Google’s AI recently bested a world champion in.

Those same abilities are transferred over to the more business-centric tasks HIRO handles in its day job.

Developments like these are why OpenAI recently announced an outsourcing of its AI development platforms through its new Universe initiative. Training AI to play games like we do may be one of the best ways to teach them to be versatile.

Jon Martindale
Jon Martindale covers how to guides, best-of lists, and explainers to help everyone understand the hottest new hardware and…
A broken Galaxy Fold 5 just became the Pixel desktop future I want Google to steal
A broken Galaxy Fold 5 became a tiny PC because Samsung already built the desktop mode Google keeps treating like a side quest.
Desktop mode within Android 16.

A broken Galaxy Fold 5 should be a sad little monument to modern gadget math. One busted outer display, one repair bill nobody wants to inspect too closely, and suddenly a powerful foldable starts heading toward a drawer. Instead, a Redditor turned one into a glowing acrylic DeX box with spare parts, fans, a USB hub, and the kind of LED lighting that makes every homebrew computer look mildly illegal.

https://www.reddit.com/r/SamsungDex/comments/1upica7/fold_5_dexbox/

Read more
You’ll finally be able to try OpenAI’s GPT-5.6 Sol, Terra, and Luna models this week
The GPT-5.6 family will become publicly available on July 9, ending the restricted preview that lasted nearly two weeks.
OpenAI Sol Terra Luna featured

OpenAI is ready to expand access to its latest GPT-5.6 model family. In a recent post on X, the company confirmed that GPT-5.6 Sol, Terra, and Luna will become publicly available on Thursday, July 9. If you've been itching to try the new models since the limited preview began in late June, you won't have to wait much longer.

Why the rollout took longer than expected

Read more
A Windows 11 bug may be quietly eating hundreds of gigabytes of your storage
Windows 11’s storage-eating bug now has a fix from Microsoft
Windows 11 suffering from RAM crisis

If your Windows 11 PC suddenly looks low on storage, your downloads folder or game library may not be the problem. According to Windows Latest, a bug tied to a Windows system file can silently consume tens or even hundreds of gigabytes on the system drive.

The file in question is called CapabilityAccessManager.db-wal, and it sits inside Windows’ Capability Access Manager folder. Windows Latest says the issue may appear as unusually high “System files” usage in Windows 11’s storage breakdown, even though the Settings app does not clearly identify the exact file responsible. In some reported cases, users saw it grow to 200GB, and even more.

Read more