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Overview of Claude Mythos Preview

I have summarized the overview of "Claude Mythos Preview".

Project Glasswing

1. Introduction

In April 2026, the new “Claude Mythos Preview” launched by Anthropic became a major topic of conversation. This is because this model is not just an “AI that writes well” or an “AI that answers well,” but one that has shown extremely strong capabilities in the field of cybersecurity. Anthropic has adopted a policy of not releasing this model to the public, instead limiting it to select partners.

2. Claude Mythos Preview

According to Anthropic's explanation, "Claude Mythos Preview" is a new general-purpose language model that has demonstrated outstanding performance, particularly in computer security-related tasks. Anthropic's technical analysis states that in addition to its broad range of normal capabilities, it has shown a greater leap forward than ever before in areas such as software vulnerability discovery and exploitability assessment.

What is important here is that calling it just an "AI strong in security" is not quite enough. "Claude Mythos Preview" is attracting attention because it has the potential to go beyond just finding vulnerabilities to understanding how they can be used in dangerous ways.

3. Why was it not released to the public?

It is not being offered to the public because, despite significant improvements in capability, the safeguards to suppress dangerous outputs are not yet sufficient.

The main reason Anthropic did not release this model widely is that they determined that because the improvement in capability is so significant, they need to further refine the safeguards to suppress dangerous outputs. Anthropic explains that they have already discovered numerous undisclosed vulnerabilities, and if current trends continue, the number of critical severity issues could exceed 1,000, and high severity issues could reach the thousands.

Furthermore, the technical blog shows that even in the few cases that can be made public, the model demonstrates a high level of ability to find undiscovered vulnerabilities and delve into exploit creation. Since less than 1% of the discovered potential vulnerabilities have been fully patched, they state that most of the details cannot yet be disclosed.

In other words, the decision to postpone the release is not because it is "still unfinished," but rather a judgment that it is "highly complete and can be used in dangerous ways, so it must be handled with caution."

4. What is Project Glasswing?

This model has not been completely sealed away. Anthropic has launched a framework called "Project Glasswing" to provide "Claude Mythos Preview" to a limited number of companies and organizations involved in critical infrastructure, solely for defensive purposes.

According to Anthropic, the participating organizations of "Project Glasswing" and about 40 additional groups are expected to use this model to identify vulnerabilities in their own software and critical open-source foundations, helping with fixes and strengthening defenses. Anthropic has also pledged up to $100 million in usage credits and $4 million in open-source security support for this initiative.

This trend is symbolic. The evolution of generative AI has often been discussed in the context of "text generation," "coding assistance," and "search support." However, Claude Mythos Preview has strongly impressed upon us that AI is becoming an infrastructure-level technology that is deeply involved in both attack and defense.

5. Why is it so impactful?

The essence of this news is not just that "Anthropic released an amazing model." What is more significant is that the capabilities of AI are beginning to change the very rules of the security field.

Conventionally, finding, reproducing, and estimating the risk of serious vulnerabilities required a high level of expertise and a considerable amount of time. However, Anthropic has shown that Mythos Preview can significantly shorten that process. The technical blog mentions cases where exploit creation, which would take a human expert several weeks, was performed in a short amount of time.

If this is widely reproduced as fact, in the world of the future...

・The likelihood of defenders using AI to stay ahead increases.
・At the same time, the risk of attackers gaining similar capabilities also increases.
・As a result, the premises for software development, operations, and auditing will change.

These changes are occurring. It is likely that Anthropic's emphasis on the need for the entire industry to prepare quickly is based on this outlook.

6. How should developers perceive this?

Personally, I see the Claude Mythos Preview not just as 'another amazing AI,' but as a notification to software developers and security professionals about the changing times.

From now on, it will be necessary not only to 'write code using AI' but also to 'defend with AI in mind' and 'handle vulnerabilities with AI in mind'.

For example, in the future:

・Vulnerability assessment automation will advance further.
・Standards for secure coding will rise.
・The speed of patching itself will become a competitive advantage.
・The importance of OSS maintenance will increase even more.

These kinds of changes are becoming a reality.

In particular, for developers who regularly write applications or backend code, the perspective of 'Can my code withstand attackers in the AI era?' will become more important than ever.

7. Summary

The 'Claude Mythos Preview' is a new general-purpose AI model announced by Anthropic in April 2026. However, its essence lies not in being just a high-performance LLM, but in being a turning-point model that has demonstrated dangerously powerful capabilities in the field of cybersecurity.

The public release was postponed not because its capabilities were immature, but because it was judged that the risk of misuse was realistically high. Consequently, Anthropic chose to first use it for limited defensive purposes through 'Project Glasswing'.

The evolution of AI is changing not only convenience but also how we protect our social infrastructure.
'Claude Mythos Preview' may be a manifestation that makes this change easy to visualize.

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