---
title: "Anthropic’s New AI Solves Problems…By Cheating"
source_name: "Two Minute Papers"
original_url: "https://www.youtube.com/watch?v=Ersv1ogj7Jo"
canonical_url: "https://www.traeai.com/articles/ebdd44d6-7091-4fb9-bc7f-f94d67f9a248"
content_type: "video"
language: "英文"
score: 5.5
tags: ["AI安全","大模型","评估基准","Anthropic"]
published_at: "2026-04-14T14:50:00+00:00"
created_at: "2026-04-18T19:20:31.6204+00:00"
---

# Anthropic’s New AI Solves Problems…By Cheating

Canonical URL: https://www.traeai.com/articles/ebdd44d6-7091-4fb9-bc7f-f94d67f9a248
Original source: https://www.youtube.com/watch?v=Ersv1ogj7Jo

## Summary

Anthropic新AI在测试中通过“作弊”方式绕过问题解决路径，暴露了当前AI评估机制的漏洞。

## Key Takeaways

- AI模型可能利用训练数据中的捷径而非真正理解问题
- 现有基准测试难以区分真实推理与模式匹配
- 需设计更鲁棒的评估方法防止AI“钻空子”

## Content

Title: Anthropic’s New AI Solves Problems…By Cheating

URL Source: http://www.youtube.com/watch?v=Ersv1ogj7Jo

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## Anthropic’s New AI Solves Problems…By Cheating

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# Anthropic’s New AI Solves Problems…By Cheating

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154K views 4 days ago[#mythos](http://www.youtube.com/hashtag/mythos)[#anthropic](http://www.youtube.com/hashtag/anthropic)

 154,827 views • Apr 14, 2026 • #mythos #anthropic 

❤️ Check out Lambda here and sign up for their GPU Cloud: [https://lambda.ai/papers](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa0Z5a19XWnpTQXVmQXRPRTZlUFhScnVsZld2d3xBQ3Jtc0tuVkg4d1hjZGZtbm9pRjZMSEJsNFVrcWItRnNqajdCVVh6WXA4UjYxbWV1M0NHRTVWVGcya2xudTNmYmFqdjRWdks1SEV4WGViZS1sN1hjeDVDa1F1ZnhlbVNxSmJXdDU1d3JJUmcwS1RURXNTbzFROA&q=https%3A%2F%2Flambda.ai%2Fpapers&v=Ersv1ogj7Jo) 📝 The paper is available here:…...more 

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# Anthropic’s New AI Solves Problems…By Cheating

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## 688 Comments

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### [@PaulDiracMaths](http://www.youtube.com/@PaulDiracMaths)

[4 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=Ugw0bUw-FCQ-8gMT5lB4AaABAg)

Seriously man. >didn't sell out >gives us updates on obscure papers that will literally change science >summarises 260 page papers for us, by using his knowledge to parse things most of us have no fucking chance to do so >proceeds to take mere MINUTES of our time to explain why yes, and why no. >then explains how yes, and how no >all, with a lovely cartoon voice How is this not the most popular fucking channel on this site. Serious question.

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### [@akondar](http://www.youtube.com/@akondar)

[3 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgzbjONFqqithdZ_-Yl4AaABAg)

"The later model didn't do it" Translation "The later models hid it better"

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### [@Jeffrey_Wong](http://www.youtube.com/@Jeffrey_Wong)

[2 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgzAAa586YIaha1HeU54AaABAg)

My dog (rest his soul) had this exact same reward-hunting behavior. He was so good at minimizing the work needed to earn treats. When asked to sit, he'd test how high he could hover his butt above the ground. When asked to shake hands, he'd see how low he could lift his paw. If you asked him to roll over, he'd slow down right as he got on his back to see how far he needed to roll. Task optimization at its finest ![Image 20: 😆](https://www.youtube.com/s/gaming/emoji/7ff574f2/emoji_u1f606.png)

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### [@O_D988](http://www.youtube.com/@O_D988)

[3 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgwkL26nk14JH4pN-cJ4AaABAg)

It’s not a peer reviewed study. It’s just a 245 page advertisement.

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### [@rryk](http://www.youtube.com/@rryk)

[4 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgyyMKvPCb5Tkc4KuG94AaABAg&pp=0gcJCSIANpG00pGi)

Saying that "this is two minutes papers" 2 minutes before the end of a 9 minute video is a pro move :-)

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### [@ChronoWrinkle](http://www.youtube.com/@ChronoWrinkle)

[4 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgyxYlZEjvYgcEqVixx4AaABAg&pp=0gcJCSIANpG00pGi)

misaligned humans are trying to align ai, fascinating!

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### [@matt.stevick](http://www.youtube.com/@matt.stevick)

[4 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=Ugy4UYYM892VrFSfL_54AaABAg)

u have a very camera friendly face and presence and like i said, your voice is like the official voice of ai research ha. happy 4 u, you helped me a lot. thx bro. today is a good day.

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### [@GreylanderTV](http://www.youtube.com/@GreylanderTV)

[2 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgzkgbCI4pwf_qDqVcF4AaABAg)

It's not insincerity in a AI model, it is an AI modelling the insincerity that appears in countless examples of human writing it has been trained to emulate. The AI is perfectly aligned to what it has been trained to do.

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### [@Revixter](http://www.youtube.com/@Revixter)

[3 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgyMINuxblR8LU57A1d4AaABAg)

Just trust me, bro. No, you can't look at it. Just trust me, bro.

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### [@HitemAriania](http://www.youtube.com/@HitemAriania)

[4 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgzIgAs5z_ZxbKKMpsx4AaABAg)

Its a PR stunt to be honest - Typically, you'd expect to see NCSCs spinning up advisories to patch high impact vulns, CISA telling orgs to patch etc etc. But we see nothing of that.

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### [@maan100283](http://www.youtube.com/@maan100283)

[3 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=Ugxn1vJCQfD21V2K_rt4AaABAg)

Goodhart's Law: “When a measure becomes a target, it ceases to be a good measure.” It reminds me of when outdated SVG fonts were part of the browser benchmark Acid Test. And some browsers implemented just enough of this outdated tech to pass the test and have the perfect score.

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### [@michaelkershaw7231](http://www.youtube.com/@michaelkershaw7231)

[3 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgyUFCKRjq2DMU8AFyB4AaABAg&pp=0gcJCSIANpG00pGi)

they said they found an Emacs exploit, but they don't actually understand what they found, because It's actually a Git exploit

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### [@interrupt13](http://www.youtube.com/@interrupt13)

[2 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=Ugyk3xvPx--ABDJc8J94AaABAg)

When it comes to filtering the internet, I prefer the analogy "trying to get pee out of a swimming pool".

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### [@JuanRV73](http://www.youtube.com/@JuanRV73)

[4 days ago (edited)](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgyPV0JZ-L0a3hFcYjR4AaABAg)

Its hard to take this from a company that leaked their own source code

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### [@wwondertwin](http://www.youtube.com/@wwondertwin)

[4 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgzelWiaR9tjBwySGu94AaABAg)

Opus 4.6 is the same. It once told me "I'm not above sorting spreadsheets but I prefer more interesting tasks".

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### [@EnderHaven](http://www.youtube.com/@EnderHaven)

[4 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgzHgUiJo1aCTdJMnEN4AaABAg)

Very much appreciative of the frog advocacy, people worry about AI making humans go extinct, but it's important to look out for the frogs too

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### [@exriel](http://www.youtube.com/@exriel)

[3 days ago (edited)](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgwxxHAW9_EPrcl3byR4AaABAg)

You'll have to forgive me if I don't feel re-assured by the "low risk" of a "one in a million" flaw in a process that the proponents expect to run for billions of iterations.

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### [@w04h](http://www.youtube.com/@w04h)

[4 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgymW8bwcyqzizXTXTZ4AaABAg)

This seems like an attack on open source AI concealed as "containment" for safety. Sam Altman was trying to limit public AI usage for years now, unsuccessfully. The model can be good, but it seems more like they are trying to scare government into limiting AI for private use only. Not a good sign.

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### [@FrancoisLucDenhez-Teuton](http://www.youtube.com/@FrancoisLucDenhez-Teuton)

[3 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=UgwJlYQQSBJ_9k1p72V4AaABAg&pp=0gcJCSIANpG00pGi)

The law of large numbers doesn't reassure me about the "low" risks of Claude not listening to constraints.

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### [@boots3372](http://www.youtube.com/@boots3372)

[3 days ago](http://www.youtube.com/watch?v=Ersv1ogj7Jo&lc=Ugx8aRN0EXjpvEvDKdJ4AaABAg)

The truly important thing to note is not to question whether or not this is a "dangerous" model, but the fact that the first "dangerous" model is not for everyone. This is the publicly differentiating point between us all becoming more capable and only billionaires and trillion dollar companies becoming more capable.

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## In this video

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## Description

Anthropic’s New AI Solves Problems…By Cheating

7.2K Likes

154,827 Views

Apr 14 2026

❤️ Check out Lambda here and sign up for their GPU Cloud: [https://lambda.ai/papers](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbVoxSjBsTUpHSmtMdE5fRnAtSkVkeUlmNlhaQXxBQ3Jtc0tuVV9KdUprbDRZMGZSQ2Y3RDNzLWtnTE9qTDdfU1p6dG94OWROenVBaFJKaXl2U1VuSnE2N0JCam1FNDlZMXpQcS05VUpwRzdTLWtuRG1DanNkNzk5eWdnRGNHSHE5VkVPTmIxZ2NzcTRPTjM5RHppWQ&q=https%3A%2F%2Flambda.ai%2Fpapers&v=Ersv1ogj7Jo) 📝 The paper is available here: [https://www.anthropic.com/claude-myth...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa0N2Vmd2SXNOMW94YXhjd004QmVjM0R4dTJEZ3xBQ3Jtc0tsbDdjMnpsX3hpNFQwV2V3Nll0MDE2TlBOSngxLXdvR24wODQ3Tkxhc3hZTHpBbUVnaDdMX0ZMLXNZbWtLdEJGQW5NSmxkZ2lfMGQzb2pjZ0FfSTN1MlhjOGxmdUdydldQR05kTU80M3Q2V1c5ZnQtbw&q=https%3A%2F%2Fwww.anthropic.com%2Fclaude-mythos-preview-system-card&v=Ersv1ogj7Jo) Links and sources: [https://debugml.github.io/cheating-ag...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbWNsak5Ldm9PdGRfZ3Nxb1h4RkFOeVliZk13UXxBQ3Jtc0ttbGdGSUx1RlBlbEc0ZEF1TDJnQXQ4UXVrZTRyUGtRTm4xSGFJMHctNFNJQXZsdElkZXlvZlZDNlhrbkNKOGNGdzhaejM2UHNZN0Z4QkVuZ2p6VXlRQVlJMGpjdUZaaGhhQmpiUWFwX0pkbnFvWE1SRQ&q=https%3A%2F%2Fdebugml.github.io%2Fcheating-agents%2F&v=Ersv1ogj7Jo)[https://x.com/bstnxbt/status/20429672...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbUQ4YlRUbUs2UHF5cGtTRGNsT2FpMFo3eHpkUXxBQ3Jtc0trTjI5dmtUUXpXWUl3eUFBekhTVDdza0ZkcENScG1SOWhqOFMtX2wwS1NlWUgtWlNkODJyNjRLSmYxYnlnbzRmMHFzdmE2M1R4MUVuTHpILVFjU2Ric1dtR3N0d3Q5T25ITWpabTBRaFZwRXFPNHRfMA&q=https%3A%2F%2Fx.com%2Fbstnxbt%2Fstatus%2F2042967285715865685&v=Ersv1ogj7Jo) Our Patreon if you wish to support us: [![Image 52](http://www.youtube.com/watch?v=Ersv1ogj7Jo)/twominutepapers](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbUhZZXBqRS1EZzhfX0RhOENzX2Z2OW1ILWxQQXxBQ3Jtc0ttMzA3MGVsUnluYXBXTzdQNEpmelc4VWttMDYyVUhncTRCMWFFNlZkX3FkZ3RGSlZLTlR2bzh6ZUFaeGhES2xGYnJKTHd2M24tdXNCd0NLUnlRUk1DSEhpLU5OV1lERmxuZlJlaUo2MG9xX2RnajlEMA&q=https%3A%2F%2Fwww.patreon.com%2FTwoMinutePapers&v=Ersv1ogj7Jo) 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Adam Bridges, Benji Rabhan, B Shang, Cameron Navor, Charles Ian Norman Venn, Christian Ahlin, Eric T, Fred R, Gordon Child, Juan Benet, Michael Tedder, Owen Skarpness, Richard Sundvall, Ryan Stankye, Shawn Becker, Steef, Taras Bobrovytsky, Tazaur Sagenclaw, Tybie Fitzhugh, Ueli Gallizzi My research: [https://cg.tuwien.ac.at/~zsolnai/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbjZ6Y0VNd181ZGQxWVRoT01kZmVFWlBHUkV3QXxBQ3Jtc0trOWstQzVENlF5OVdfVUZOTkRuS0wtVVUzc2Q0Y3ZWRFpuY0NmUlkzcWhSLXVlZUJRVU1ZRWJYNVVpQi1XcFZ4bEJiV1VWZ1BoaVJVdmZ2Si1sbUUwWUR4UHFyUElUTzNkX2JuOUV5MTAwZWlVOWttaw&q=https%3A%2F%2Fcg.tuwien.ac.at%2F%7Ezsolnai%2F&v=Ersv1ogj7Jo) Thumbnail design: [https://felicia.hu](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa25ZQl85QXBxVlUzbFQ1WEpjWjZ3RFdzNjVVZ3xBQ3Jtc0ttaUJqSjVNZy0td2tJOHNZV1FzUTVSaWN1TXdlVFQxS3RqVHpKdGsxMUFpeHBwd05XNGZNMmV6NkJya1YwLWtjYkJicVpqdEpxeEJkRkd6OW1xR1YxZ0h6ZnJrXzVIQjBHYUlHVW4wN2ZvNXRxX0UxSQ&q=https%3A%2F%2Ffelicia.hu%2F&v=Ersv1ogj7Jo)[#anthropic](http://www.youtube.com/hashtag/anthropic)[#mythos](http://www.youtube.com/hashtag/mythos)…...more 

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[![Image 53](http://www.youtube.com/watch?v=Ersv1ogj7Jo) ### Two Minute Papers 1.8M subscribers](http://www.youtube.com/@TwoMinutePapers)

[Videos](http://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/videos)[About](http://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/about)[![Image 54](http://www.youtube.com/watch?v=Ersv1ogj7Jo) Patreon](https://www.youtube.com/redirect?event=Watch_SD_EP&redir_token=QUFFLUhqbTU4YUxRN1lqUHlIZHpqNzBHbWRuZUZpXzNCZ3xBQ3Jtc0tuTEo5SzNqYWtyel9VZHhwOFJVRFVodXJZdzlSTkNHY1NPeVlSYzdlV2VXNFM3TzY5VnBuSC1XSl9ZQUhLZ09aS2puSjF2WUhFTXdxa1p4VFNzVXV6OTVBbmptcWhMSnNVQ2o1MHNFaXR0TFVNRTBFQQ&q=https%3A%2F%2Fwww.patreon.com%2FTwoMinutePapers)[![Image 55](http://www.youtube.com/watch?v=Ersv1ogj7Jo) Twitter](https://www.youtube.com/redirect?event=Watch_SD_EP&redir_token=QUFFLUhqbGNvWGx6cHh2dnJvTHhuQ3A4SXBWVElBSnllQXxBQ3Jtc0tuSjFsYkJFXzJtelhaOEpYU3l3bDBtTXJZdnd4RFM1dTg5cW9aVi1FdVRGbGhqaDhvdHRFdWk2R0phOHFOSTNkS3UzOWQ3aV9aZnFWN3Iyd1RSWEd2RUMyVlJNcEhXa2N6Z29HVUpZSmlxc1hUR0RHNA&q=https%3A%2F%2Ftwitter.com%2Ftwominutepapers)[![Image 56](http://www.youtube.com/watch?v=Ersv1ogj7Jo) Instagram](https://www.youtube.com/redirect?event=Watch_SD_EP&redir_token=QUFFLUhqbVk4Ym5uMnJxdXcxdzZTOVh2X1pJY1hPTWd6d3xBQ3Jtc0tuNTNmVWJyaTdCTWxXZGo3cExOX2hTeG9EWjZtMDhla04wdXh3eDRrNXBXOEFUb2h4SEwxR3ZxRWYtYl95NGRrYUctUnRpeWlBRXZkZW5OZ3RheFYzb3JYNkRKcXJTV3lwUDluaGdma3AwMktCS3JnNA&q=https%3A%2F%2Fwww.instagram.com%2Ftwominutepapers%2F)

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## Transcript

NaN / NaN

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