u/tameimpala97

So I've been experimenting with Comet, an LLM-based AI agent by Perplexity, and decided to throw it into one of the most chaotic casual games I could think of — Skribbl.io. No scripted help, no API access to the game. Just the AI reading screenshots, parsing the DOM, and acting like a player.

Here's what happened:

• It competed against 5 real human players across 3 full rounds
• It finished 1st place with 2,165 points
• It achieved a 67% word-guessing accuracy
• It actually attempted to draw — with mixed results (turns out controlling a mouse pixel by pixel is hard)

What blew me away wasn't just that it won — it's how it reasoned. It used letter constraints to narrow down words, ranked vocabulary by frequency, and adapted its strategy round by round. It also ran into genuinely funny failure modes, like accidentally drawing with the eraser the whole time.

I ended up writing a full research paper analyzing the whole session — the methodology, results, failure modes, and what this might mean for using games like Skribbl.io as AI benchmarks going forward. It's been submitted to SSRN and published on Academia.edu.

Full paper here: https://docs.google.com/document/d/e/2PACX-1vQMPjRYBeFTF0376cjADgkiKOwlKQK9YPXnhimGlq5eKAdK0nv0hBjS-W3OOY_uIhjHvsP56hzMruJ0/pub

I want to clarify that I do not think Romanian food is bad. I actually like a lot of Romanian dishes, especially sarmale, mici, ciorbă, mămăligă, cozonac, and papanăși. Romanian food is hearty, comforting, and very good in a home cooked or traditional setting.

But if I am comparing the two cuisines overall, I think Italian cuisine is stronger.

My main argument is that Italian cuisine has more variety, more regional depth, and a better balance between simplicity and refinement. Different parts of Italy have very distinct food identities: Neapolitan pizza, Roman pasta dishes, Sicilian seafood and desserts, Tuscan stews, northern risottos, Emilia-Romagna pasta and cured meats, and so on. It feels like there are many “Italian cuisines” inside one national cuisine.

Romanian cuisine, while good, feels more limited to me by comparison. A lot of its best-known dishes are heavy, meat-based, sour cream-based, cabbage-based, or soup-based. That can be delicious, but I do not think it has the same range as Italian food in terms of pasta, seafood, vegetables, breads, cheeses, cured meats, sauces, desserts, and regional specialties.

Italian food also seems more globally adaptable. Pizza, pasta, risotto, gelato, espresso culture, tiramisu, focaccia, bruschetta, and many other Italian foods have become popular internationally because they are easy to love but still have strong culinary traditions behind them. Romanian food, by contrast, feels more like comfort food that works best if you grew up with it or are eating it in a Romanian family/home setting.

I also think Italian cuisine does a better job of making simple ingredients taste elevated. A dish like cacio e pepe, carbonara, margherita pizza, pesto pasta, or caprese salad can be very simple but still feel complete and balanced. Romanian food can be flavorful, but it often feels heavier and less elegant to me.

To be fair, Romania has some great food, and I think Romanian soups, grilled meats, pickled foods, and holiday dishes deserve more attention. I also understand that Romanian cuisine has influences from the Balkans, Ottoman cuisine, Slavic cuisine, Hungarian cuisine, and Central/Eastern Europe, which makes it interesting historically.

But overall, if I had to judge by variety, global influence, regional identity, balance, technique, and how often I would want to eat it, I would say Italian cuisine is better than Romanian cuisine.

Change my view.