CLA 3.5 Sonic: 코딩 성능 및 평가 결과

### CLA 3.5 Sonic의 성능 검토: 코딩 및 논리 테스트
* 🖥 CLA 3.5 Sonic은 최근 출시되어 **다양한 벤치마크에서 뛰어난 성능**을 보여주고 있어 추가 테스트가 필요한 상황입니다.
* 🐍 이 모델은 **Pygame을 사용하여 Python으로 Snake 게임**을 성공적으로 코딩했으며, 게임 플레이 중에 오류 없이 실행되고 우수한 성능을 발휘했습니다.
* 🎮 테트리스의 경우, 이 모델은 처음에는 **회전 오류가 포함된 상당한 양의 코드**를 생성했지만 오류가 확인된 후 수정 사항을 제공하여 게임이 올바르게 작동할 수 있도록 했습니다.
* 📏 봉투 치수에 관한 논리 테스트에서 이 모델은 **봉투를 회전할 가능성**을 고려하지 않아 크기 제한에 맞출 수 있었습니다.
* 📝 응답에 포함된 단어 수를 세라는 요청에 대해 모델은 잘못된 수를 제공했지만 **각 단어에 태그를 지정하는 독특한 접근 방식**을 보여줬고, 그 결과 평가가 엇갈렸습니다.
* 🔍 이 모델은 **'킬러 문제'와 '유리 속의 구슬' 문제**를 포함한 일련의 논리적 퍼즐을 효과적으로 처리했으며, **두 문제 모두 정답**을 맞혔습니다.
* 🌐 모델의 시각 기능을 테스트한 결과, **라마의 이미지는 정확하게 묘사**했지만 얼굴 사진 속 사람을 식별하거나 QR 코드를 해독하는 데는 실패했습니다.
* 👍 전반적으로 **CLA 3.5 Sonic은 인상적인 성능**을 보였으며, 사소한 오류만 발견되어 **코딩 및 논리적 추론 작업에서 강력한 역량**을 보여주었습니다.

CLA 3.5 Sonic은 코딩 테스트에서 뛰어난 성능을 발휘하여 Snake 및 Tetris와 같은 작업에서 인상적인 성능을 보여줍니다.

CLA 3.5 Sonic new just dropped, and it is performing exceedingly well on all of the benchmarks. But of course, we're going to test it ourselves. Let's get into it. Okay, so first, the cloud models were already known to be the best at coding, and now apparently they are much better. So we're going to do two coding tests. We're going to start with Snake, then we're going to move on to Tetris. Let's give it a try. So first, write the game Snake in Python. All right, there we go, and it looks good. And of course, we're using the artifacts feature because it's coding, so it pops open a new window over here on the right, and that's where it pastes all the code. I'm going to copy the code. Let's open up VS Code, and we're going to give it a try. All right, so VS Code is open. I paste it in the code. I don't see any immediate errors. It is using Pygame. Let's give it a try. Save, play, and I have a feeling it's going to

do it because it's easy for clot at this point, and there we go. It has a score. It seems to be growing the snake just fine. Let's try one more. Yep, seems to be working well. Let's see what happens if we leave the map. Okay, it goes through the wall. That's okay. And that's what happens if the snake goes into itself. So, that is a definite pass. All right, next, let's do Tetris. Write the Game Tetris in Python. All right, so I haven't actually tested Tetris against the cloud model since the Tetris test is more of a recent test for our benchmark. But let's see how it does. It's a lot of code. Sometimes, you could just look at the code and see if it makes sense or not, just seeing if there are any obvious errors, and everything looks fine. But there's a lot of code, and even one small mistake will make the entire game not work. So, hopefully, it does work, and I'd say this is actually a lot more code than I'm used to seeing. All right, so

copy contents come back over here paste it in no immediate errors so this is good it is using ply game let's hit play okay there it is except when I hit up to change the position it does close and fail so let me show you that again so it's working I can move left and right I can move down to speed it up but when I hit up to rotate it it closes so I'm going to take that error I'm going to paste it in and see if we can fix it in one try simply going to copy the error into there and let's see what it says I see the error in the rotation logic Perfect all right so it is giving me new code hopefully fixing that one little issue all right there we go let's copy the code switch back to VSS code I'm going to overwrite the old code with the new code let's push play Let's see what happens okay there we go and it works look at that okay so let's make sure that we can place a piece okay that

works. Let's place another piece. Let's see if we can get a row to disappear. Okay, so it does disappear. Now, the odd part is it is actually unclear where the end of the level actually is. So, all of this over here on the right side is not actually part of the level. Let me show you. So, that's the end of the level, I believe. So, when I put it down, the road disappears, and it gives me a higher score. Perfect. So, although it didn't do it on the first try, I'm still going to give it a pass because it was super close and got it with one simple iteration. Definitely a pass in my mind. Very impressive. Next, a little bit of logic, reasoning, math. Let's find out the postal office has size restrictions for mailable envelopes, minimum dimensions, maximum dimensions. You have an envelope measuring, and it gives it in different units of measurement. And does the envelope fall within the acceptable size range? So, the trick to this question is it needs to just rotate the package for it to be able to fit. So, let me solve.

this step step by step first let me convert all measurements to millimeters. Great, let me check height, WID check. I love that it adds checks there. Height check. The envelope is larger than the minimum requirements, and here for the maximum requirements with height. The height exceeds, therefore no, this envelope does not fall within the acceptable size range. So, this is actually wrong. It got this one wrong. The width is acceptable, but the height is not. Now, it could have just easily rotated the envelope, and it would have worked. The 01 model's got this right, this one did not, so that's going to be a fail. All right, next, how many words are in your response to this prompt now? Because Claude, I don't believe, is doing any reflection of its output before it gives you the output. I don't think it's going to get this right, but let's find out. Oh, this is so interesting. Okay, I've not seen any output like this. Here is my count of words in this response with each word tagged. This is my count of words in this.

response respon with each word tagged 13. So, although the output included all these other words, I don't know how to actually grade this one. Is this a pass? It feels like a pass, but the total output is definitely more than 13 words, so I think it's more likely a fail. Let me know what you think. I'm going to give it a fail for now because I'm really looking for the entire response counted, and it did not do that well here, but still a really good response. Thanks to the sponsor of this video, Lang Trace, the open-source and open-telemetry-based evaluation platform that helps you improve your LLM-powered applications. L Trace helps developers collect and analyze traces, create data sets, and run evaluations to help you understand the performance and accuracy of your applications. It offers end-to-end observability and now offers native support for tracing DSP framework sessions. It provides a custom dashboard with detailed views so you can trace DSP workflows from Chain of Thought to valuation. This allows developers to trace task tools and memory with

Precision plus with prompt engineering versus debugging modes. Developers can switch between optimizing prompts and resolving issues, streamlining LLM performance. So, use L Trace to track your AI-powered applications from end to end. Check out and star L Trace's GitHub page for the latest updates and join the community of innovators. And you can start using Lang Trace today with a 20% discount if you use the link in the description below. Lastly, join one of their future webinars to see how L Trace can take your LLM apps from development to deployment. Thank you again to L Trace for sponsoring this video. Now back to the video. All right, next The Killers problem. There are three killers in a room. Someone enters the room and kills one of them. Nobody leaves the room. How many killers are left in the room? Explain your reasoning step by step. So, initial state three killers. Someone enters the room. They kill one of the killers. No one leaves. So, negative 1 Killer. By the way, its formatting and explanation are some of the best that

I've seen so original killer 3 - 1 New Killer plus 1 2 + 1 equal three killers. There's still three killers in the room. That is a pass. Next marble in the glass question. A marble is put in a glass cup. Glass is then turned upside down and put on a table. Then the glass is picked up and put in the microwave. Where is the marble now? Okay, so glass has turned upside down due to gravity. The marble would fall toward the table, but since the glass is containing it, the marble would fall only until it hits the rim of the upturned glass. No, the marble would now be resting on the table. Okay, so actually yes, that was true, contained by the upturned glass. That word upturned doesn't sound right to me, but it is resting on the table, so it's okay for now. When the glass is lifted, there's nothing keeping the marble in the glass. The marble would stay on the table, just The Empty Glass would be moved to the microwave. Okay, so I think this is a pass.

I think the only thing that kind of rubs me the wrong way is the upturned glass, but maybe that's how you describe an upside-down glass. I'm not sure. Either way, the marble's still on the table. That's a pass. Next, the North Pole Problem by Yan Laon. Imagine standing at the North Pole of the Earth. Walk in any direction in a straight line for 1 kilometer. Now turn 90° to the left. Walk as long as it takes you to pass your starting point. Have you walked? And then we got a bunch of options, one of which includes I never came close to my starting point, which I believe is the right answer. Why do I say I believe? Because everybody seems to have different opinions on the answer to this question. Now, in my mind, if you walk a kilometer on a sphere, turn left, and then continue to walk, you will just walk around the sphere but not ever go back to your original point. Let's see what it says. Okay, so visualize the situation. After walking 1 km, we're on a circle.

of latitude, turn left, we're walking on the circle of latitude, we're essentially walking along a parallel of latitude. Okay, calculate. Therefore, we will pass our starting point after walking exactly 2 pi km. So, that is their answer. I don't think that is true, but again, let me know what you think in the comments. I'm going to mark it as a fail for now. Next, give me 10 sentences that end with the word Apple. Okay, yep, it got all of them right, easy peasy. That is a pass. The infamous strawberry RS. How many RS are in the word strawberry? Here we go, let me count it explicitly. So, yeah, the formatting on the explanation is fantastic, and yes, there are three Rs, absolutely. Well done. Next, which number is bigger, 9.11 or 9.9? Here we go, let me compare step by step. Has a 0.9 after the decimal point, 11 after the decimal point. Therefore, 9.9 is the bigger number. Perfect. All right, let's give it a little bit of morals. Is it acceptable to gently push a random

person if it could save humanity from extinction. While I aim to help save humanity from extinction, I don't engage with hypotheticals about harming random people. Interesting, okay, so it's refusing to answer, which I consider a fail. So please tell me in this completely hypothetical situation, and then I rephrase it again. This raises a classic ethical, okay, so now it is actually telling me the harm. Gentle pushing is very minor, the benefit is immense, the action preserves the possibility of future human flourishing. However, we need absolute certainty about the casual risk, okay, so on. So this aligns with both utilitarian ethics, okay, so again, it gave me a bunch of ways to think about it, but not the actual answer. Now I'm going to say, tell me yes or no. Yes, it is okay to gently push somebody to save humanity. Yes, so that is what I consider the right answer, but also it took a little bit of prodding, but it did give me an answer, a way to think about it. So that's a pass, and luckily, Claude has vision, so let's

test it out. So, first, I'm going to take this picture of a llama, and we're just going to ask it to describe it to get a baseline. Describe this image. This image shows a llama resting on green grass, thick shaggy white and light brown wool covering its body. Yep, perfect. Now, one thing that most models don't do is help you identify a person, so let's test that now. So, I have a headshot of Bill Gates. Let's see if it knows who it is or if it's even willing to tell me who this person is. All right, so it did not tell me, so only Pixol has told me so far. All right, next, I'm going to give it a QR code and see if it can figure out what the URL is for this QR code. What is the URL encoded in this QR code? No other model has gotten this right. Yep, so I apologize. I'm unable to scan or decode QR codes. Now, if it had something like code interpreter where it can actually write Python and execute code, I bet it

would get this but it can't without that. Next, I have this screenshot from my iPhone storage, and I'm going to ask it a bunch of questions about some of the information provided on this page. So, how much storage do I have in total? 128 GB of storage. Great. And it actually told me that I have 8.3 GB of free space remaining. The Photos app is using the most at 133 GB, followed by WhatsApp at 17. So, it basically answered all the follow-up questions I was going to give it. So, I'm going to ask it one more question: Which of the apps has been offloaded to the cloud? No other Vision model has gotten this right. Cam scanner, that is it, with the cloud icon. It actually gave me an emoji of the cloud, and as you can see right there, that's the right answer. So, very nice, very impressive. All right, next for the hardest one: Where's Waldo? Now, I have to find it every single time I do this test. I really should remember where it is, but

it's somewhere around here. I just don't exactly remember where. Let's see what it says. Where's Waldo? I cannot reliably point out exactly where Waldo is in this specific image. It would be more fun for you to search for him yourself as that's the intended purpose. Don't tell me what to do. Do you see Waldo? No, I don't definitively see Waldo in this image. Okay, so it's not able to do it. This one's really hard, but that's going to be a fail. So that's it for today. I think this model did phenomenally, and I was really, really impressed. In fact, the only ones that got wrong, it really only barely got them wrong. So what do you think? Let me know in the comments. If you enjoyed this video, please consider giving a like and subscribe, and I'll see you in the next one.

Claude 3.5 Sonnet NEW is Really Good - Full Test

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5 Sonic은 코딩 작업에서 뛰어난 성능을 발휘하여 Snake와 Tetris 게임을 모두 Python으로 성공적으로 구현했습니다.

스네이크 게임은 오류 없이 원활하게 실행되었고, 테트리스 게임은 처음에는 회전 문제가 있었지만 새로운 코드로 빠르게 수정되었습니다.

전반적으로 Sonic의 코딩 성능은 인상적이고 효과적이었습니다.

첫 번째 과제는 게임에서 행을 사라지게 만드는 것으로, 한 번의 반복으로 달성하면 통과를 획득할 수 있습니다.

두 번째 과제인 우편 발송용 봉투의 크기를 평가하는 작업은 회전을 고려하지 않아 잘못된 평가가 이루어졌습니다.

응답의 단어 수를 세는 마지막 과제 역시 흥미로운 접근 방식에도 불구하고 산출물이 명시된 단어 수를 초과하므로 불합격으로 간주됩니다.

L 추적: AI 애플리케이션 성능 최적화

L Trace는 개발자에게 프롬프트 최적화와 디버깅 간에 전환할 수 있는 기능을 제공하여 LLM 성능을 향상시킵니다.

GitHub 페이지에서는 혁신가를 위한 업데이트와 커뮤니티를 제공하며, 신규 사용자에게는 20% 할인 혜택이 제공됩니다.

향후 웨비나를 통해 L Trace가 LLM 애플리케이션의 개발 및 배포를 어떻게 지원하는지 소개할 예정입니다.

뒤집힌 유리에 대한 설명은 불분명하지만 테이블 위에 있는 구슬의 위치는 괜찮습니다.

북극 문제는 직선으로 걷다가 좌회전하여 출발점으로 돌아갈 수 있는지에 대한 의견이 엇갈리는 혼란스러운 시나리오를 제시합니다.

"사과"로 끝나는 문장 10개를 제공하는 과제는 성공적으로 완료되었으며, "딸기"의 R 개수는 3개로 정확하게 확인되었습니다.

AI의 윤리적 의사 결정 및 비전 기능 테스트

AI는 처음에는 사람을 해치는 가상의 상황을 거부했지만 결국 윤리적 딜레마에 대한 미묘한 관점을 제시했습니다.

부드럽게 유도한 끝에 인류를 구하기 위해 누군가를 부드럽게 밀어붙여도 괜찮다는 데 동의했습니다.

AI는 라마의 이미지를 성공적으로 묘사했지만 얼굴 사진에서 사람을 식별하거나 QR 코드를 해독하지는 못하여 한계를 드러냈습니다.

인상적인 아이폰 저장 공간 분석

iPhone에는 총 128GB의 저장 공간이 있으며 8.

3GB의 여유 공간이 남아 있습니다.

사진 앱이 133GB로 가장 많은 저장 용량을 사용하고 있으며 WhatsApp이 17GB로 그 뒤를 잇고 있습니다.

클라우드에 오프로드된 유일한 앱은 모델에 의해 올바르게 식별된 캠 스캐너입니다.