Image 1 — Hard to believe this was built over 800 years ago
Image 2 — Hard to believe this was built over 800 years ago
Image 3 — Hard to believe this was built over 800 years ago
▲ 1.2k r/castles

Hard to believe this was built over 800 years ago

This is Château de Pierrefonds in northern France.

Originally built in the 12th century, the castle was heavily restored in the 19th century. While much of what we see today is a reconstruction, it still stands on the original medieval foundations and gives a powerful impression of how grand these fortresses once were.

Would you rather see castles in their ruined state or beautifully restored like this?

u/Riemann-Hypothesizer — 2 days ago
▲ 1.7k r/castles

This castle was literally built to be IMPOSSIBLE to attack

This is the Castillo de Alburquerque, located in Badajoz, Extremadura, Spain.

Built on top of a steep rocky hill, its location alone made it extremely difficult to assault. The castle’s elevated position gave defenders a massive advantage, which is why it was considered one of the strongest fortresses in the region during the Middle Ages.

Would you attack this castle… or just admire it from below?

u/Riemann-Hypothesizer — 6 days ago
▲ 2.2k r/castles

One of the most impressive defensive castles: Beaumaris Castle, Wales

Castles often have some really clever defensive designs, whether it’s multiple layers of walls, hidden passages, murder holes, or strategic locations.

Beaumaris Castle was built in the late 13th century and is considered one of the finest examples of a concentric castle. It has multiple layers of walls, towers, and defensive features designed to make it extremely difficult to attack.

u/Riemann-Hypothesizer — 10 days ago
▲ 527 r/rome

The insane level of detail on Trajan’s Column

This is a section of Trajan’s Column in Rome, carved around 113 AD. It shows Roman soldiers building fortifications during the Dacian Wars.

u/Riemann-Hypothesizer — 12 days ago

How did the Romans build things this big without modern machines?

Looking at some of their structures, it’s hard to understand how they managed to build on this scale with the technology they had at the time.

u/Riemann-Hypothesizer — 13 days ago

When your AI agent hits a wall on a very specific or niche task, what do you usually do?

Even with good prompting techniques and modern tools, AI agents still frequently struggle when they encounter highly specific or niche problems. These are usually tasks that require deep domain knowledge, rare expertise, or real-world context that the model simply doesn’t have.

I’ve noticed that simply iterating on prompts or switching models doesn’t always solve the issue. I’m curious how other people in the community are currently handling these situations. Do you keep refining the prompt, combine multiple models, or eventually bring in a human expert to help move the task forward?

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u/Riemann-Hypothesizer — 14 days ago

If the Romans had AI, what do you think they would have used it for the most?

The Romans were incredibly organized, from managing legions across huge distances to building complex infrastructure and handling administration across the empire.

If they had something like AI that could help with planning, logistics, research, or finding specialists quickly, what do you think would have been the biggest use for them?

u/Riemann-Hypothesizer — 17 days ago

How do you currently handle it when your AI agent gets stuck on something too specific or complex?

I’ve noticed that even with good prompting and tools, agents still hit walls on very niche problems or things that require real specialized knowledge.

Curious how other people are dealing with this right now. Do you just keep prompting, switch models, or have some other workaround?

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u/Riemann-Hypothesizer — 19 days ago

Is using AI for coding actually saving time, or just changing what you spend time on?

I’ve been using AI quite a bit while coding. It helps with speed and boilerplate, but I keep finding myself spending a lot of time fixing or cleaning up the output afterward.

It feels productive in the moment, but I’m not sure if I’m actually moving faster overall or just trading one kind of work for another.

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u/Riemann-Hypothesizer — 20 days ago