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Github: [https://github.com/paulo101977/TMNT-RecurrentPPO](https://github.com/paulo101977/TMNT-RecurrentPPO)

Hey everyone!
I’ve been training a **Recurrent PPO** agent to play the classic **Teenage Mutant Ninja Turtles (Arcade)** game using only visual input. The goal is to teach the agent to fight through the levels using memory and spatial awareness, just like a human would.

Here are some key details:

* **Environment:** TMNT Arcade via custom Gymnasium + stable-retro integration
* **Observations:** 4 stacked grayscale frames at **160×160** resolution
* **Augmentations:** Random noise, brightness shifts, and cropping to improve generalization
* **Reward Signal:** Based on score increase, boss damage, and stage progression
* **Algorithm:** Recurrent Proximal Policy Optimization (RecPPO) with CNN + LSTM
* **Framework:** PyTorch with custom training loop (inspired by SB3)

The recurrent architecture has made a big difference in stability and long-term decision making. The agent is now able to consistently beat the first few levels and is learning to prioritize enemies and avoid damage.

I’m flying to Scotland from the US soon and when applying for my ETA I’ve been stumped by the address question. I’ve been living in a new apartment for the past couple of weeks but my parents house is still my mailing address and it’s still listed on my driver’s license and my debit card. Just wondering which address I should use. Thank you!

Hi there!

I am planning a semi last minute solo trip to Italy the last week of August/ beginning of September. There are so many incredible cities, but have come narrowed it down to the following stops:

Fly into Rome, then to Florence, then to Cinque Terre, then would love to Bergamo/Dolomites area. Wine, good food, and great views are my goal.

1. Public transportation seems to be great over there, but with this itinerary should I rent a car? The only spot that concerns me for parking, etc. mainly in Cinque Terre is Cinque Terre since I don’t plan to spend too much time in the larger cities

2. Any recommendations on spots that I am missing? Love the walkability, hiking aspect of many of the locations.

3. Any recommendations on where to stay in Cinque Terre or Dolomites area? Any amazing experiences at hotels? Preferences between hotels vs air bnbs?

4. Has anyone used any app, program, watched any youtube videos that helped them learn words and phrases to help get around over there?

Any and all advice/ recommendations are welcome! First time to Europe so incredibly excited. Thanks!!

My client sells ATVs and their website is setup on a third party dealership inventory platform. They have been unhappy with the limitations of their website but they do have some SEO value. Their organic traffic is about 2000 a day, so I don’t want to loose that.

I’m going to be building them a new custom site to replace their old site, while keeping the same domain. I’m wondering if anyone can provide some tips or resources to put me on the right path?

For instance, would it be a good idea to setup the new site with the exact same link structure first, then make gradual changes from there? Any other pitfalls to be careful of with this?

I’m primarily a dev so my technical skills are good, but I’ve never done this type of thing before. Thanks for any insight, it’s appreciated!

I’ve been wondering if it’s worth consistently posting on our Google Business Profile. I know it “keeps it fresh,” but does it actually move the needle for visibility or rankings?

We started posting four times a week about two months ago. Mostly short updates, promos, seasonal tips. Weirdly, we did notice an uptick in views and map actions.

I use a tool that lets me queue up a month’s worth of posts ahead of time, so it’s not a hassle. I’ve definitely noticed better local reach since doing it regularly.

Anyone else seen similar results? Or is this just a coincidence?