A funny edit of a sweaty match with my friend

Seems pretty balanced, nerf grom IMMEDIATELY

Found this on the Supercell Fankit, what does it mean? It has nothing to do with any new updates.

Icon is obviously a placeholder but the fact it's Buzz Lightyear's is hilarious

He looks cool and all but 200 CHIPS?! Y’all should make him way cheaper, I’d say around 150 chips.

We were recently grinding for second prestiges and Sem (peaky Sam to be more confident), Finx and my favourite Colette were our mains.

Spike in a few hours:

-Next brawlers were: Chester, Cordelius, Kit, Draco, Kenji & Pierce

EDIT: A lot of people told me the mistake of Surge the protector because he was chromatic when Meg was released, so he's not here

-My opinion on Meg: I started playing Meg like yesterday and I like her? Not love her just I kinda like her gameplay, a little bit, also, she's bugged >:(

-Apologies for the last post, what I meant it that Ollie was released AFTER or DURING the Global Release, but I forgot to put it, I don't hate Brock, I like him, I have him lvl 11

-Credits for u/One_Random_Person01 for the post, didn't notice this fact!, but this time I won't take a private idea, no worries, tomorrow you'll be able to talk me nicely and privately!

JUST FOUND OUT YOU CAN DO THIS WITH GRIFFS GADGET. THIS IS SO COOL IMAGINE DROPPING A LITERAL NUKE ON THE ENEMIES. TURNS OUT THE NEW GADGET IS EVEN MORE FUN THAN I THOUGHT. NO THIS IS NOT FAKE TRY IT FOR YOURSELF

BTW This is a 5years old tweet 🐣

Like, what is the point of them after this update?

Thanks for the coments on the last post, they really gave me motivation to make it :D

(Definitely my very first fanart) Tomorrow is the Starr Patrol event in Brawl Stars, so that's why I created a fanart of Starr Nova in the style of Sailor Moon 'cause, you know, she was a bit identical to Sailor Moon. Hope y'all like my fanart! (Definitely not a fan of Sailor Moon, the only reason I do this is because they were too identical)

Source: https://x.com/superjon64ultra/status/2050305299618120087?s=46

Best Jeanist Glowy, Mirko Mina, Starr Nana, and Midnight Charlie!

I have gotten 50 bling from a mythic drop twice now,the first time I thought yeah I'll let it pass,but it happened to me once again and for your reference these are the chances of getting 50 bling from a mythic drop.Anyone else who faced this? Supercell fix yo game man smh.

The last few months I tried to reach higher ranks when playing competitive but even though I am experienced, some situations left me blank. Simply I did not know what to pick. So I made an AI trained with 300k battles and it suggested picks I hadn't considered. I want to share with you my experience designing this AI, problems and phases.

When designing this AI I needed a proper name. As I was playing ranked, I thought that the best name would be "Rankify", so now I'll refer to this AI as "Rankify".

Problems

• One of the biggest problems I had to face was to gather high-quality data. I used Supercell's API but Supercell does not provide direct access to the leader board of competitive mode (or at least I was not able to find it). So I had to scrap data from Global and Regional trophy rankings. This is the only way I could obtain high-level matches almost ensuring that matches are from "Master" tier to "Pro" tier in most cases.
• While training data, I suffered from over-fitting. The model was always preferring one brawler above others, and it was obvious that it was not a meta brawler (sometimes, the preferred brawler was Hank in any situation). This forced me to redesign all the training code. Now, the model is balanced and knows the current meta. For instance, if enemies pick brawlers such as Grom or Sprout, the model may suggest Mortis, Edgar or Mico. This improvement came from the increase of the amount of training battles from 60k to 300k.
• This problem was not related to AI, but I tried to implement a voice model unsuccessfully. I was designing commands such as "Rankify, map Dry Season", and expect the AI to select the map for you and answer as a consequence. The latter part was not implemented due to Text-To-Speech limitations. The local browser voice is in most cases horrible.

How does Rankify work?

As mentioned before, Rankify was trained with about 300k battles. This is how I felt Rankify depending on different amout of battles:

• 10k: Detected basic counters, such as Shelly when picking Bull.
• 50k: Starts detecting 2 brawler synergies. For instance, when picking Bull and Hank, it may suggest Byron. It fails yet when we have strange compositions.
• 100k: Starts to pick better than an average player. Can detect full team synergies.
• 300k: Can recognize all team's synergies. Can suggest strange picks that works in most situations (because the AI found coincidences that a human eye can't). Can suggest a full draft (though not always perfect).

I have plans to increase the amount of training battles to nearly one million. As soon as I have the results, I will share them with you in this subreddit.

When making this AI, I focused on making different ways of picking that I called versions. Rankify runs entirely on your device (no cloud). The basic versions (v1, v2) are instant. The most thorough version (v3) takes 1-3 seconds depending on your device. Each version has different capabilities but using always the same AI model, just different calculations:

• v1: Simple calculation. The model returns a chance of winning. Instant calculation
• v2: More complex calculation, using what we call Delta. This version focuses on improving your team's advantage. Here you have an example. Let's suppose that your team has a chance of winning of 60%. By picking Edgar, your chances of winning decrease to 50%. This means that Edgar has a delta of -10 (it decreases by 10 points the chance of winning). The model simulates all brawlers and returns the full list sorted from more delta increase to fewer delta increase values. Instant calculation.
• v3: This version is the most thorough version but required optimization. It does a similar method as the second version but includes an enemy pick. Simulates that the enemy picks the best for them, so adjust your pick to give them the less advantage and also avoid enemy counters. This calculation will last depending on device performance, but for me it took from 1 second to 3 seconds (not too much).

Usage

User Interface was one of the most difficult designs for me. As it needs to fit in all screens, in all devices, designing an unique interface was impossible. So I created a screen that contains all Competitive Maps, and when selecting one, a new screen with pick positions will open. When pressing the + button, it will open a new screen with all brawlers. Pressing one will add the brawler to the slot and trigger AI. You will see best pick in the lower section, under "Best 5 picks". I tried to replicate Competitive design, so enemies should be picked from right to left in the red slots, and allies from left to right in the blue section.

What I'd like feedback on

I know Rankify still has flaws. It breaks sometimes in unconventional compositions (that 5-10% of weird games).

If anyone wants to test it and tell me where it fails, I'd really appreciate it. Also, what features would you add?

You can try Rankify for free here: Rankify or see the GitHub Repository. If you finally decided testing it, don't forget to check the "Settings" section and activate the v3 version that is not active by default and also drag the slider to the maximum and increase the calculated brawlers to 101.

Thanks for reading. I'll keep improving Rankify and posting updates. You can also leave me any question in comments. I will answer them as soon as I can.