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Mythos: An AI tool too powerful for public release
Pieter Arntz · 2026-04-20 · via Malwarebytes

Anthropic’s most capable model to date, Claude Mythos Preview  (aka Mythos), has been described as a “step change” in AI performance, especially on cybersecurity tasks.

Anthropic tried to keep Mythos a secret until a few weeks ago, when a data leak revealed the existence of what the company said was its most powerful artificial intelligence to date. The models is seen as both a powerful defensive tool, and, potentially, a serious offensive cyberweapon.

For that reason, the company is sharply limiting access and signaling it does not plan to release it broadly to the market right now. Its reported ability to autonomously find and even chain software vulnerabilities at scale sit at the core of both the hype and the danger.

Imagine a tool that can independently find new vulnerabilities in software, systems, and platforms, then turn them into exploits, even if that requires chaining them with other vulnerabilities.

In the wrong hands, that could be a major threat to our cyber safety. So Anthropic has limited access to a small number of organizations worldwide, including major tech firms and a select group of government or security bodies. The NSA is reportedly already using Mythos Preview, apparently to stress‑test and harden sensitive systems, despite the Pentagon labelling Anthropic as a supply chain risk.

Mythos can discover vulnerabilities across large codebases more quickly and reliably than existing tools, and can look for multiple flaws in one system and combine them into multi‑step exploit chains to complete a compromise (for example, going from a simple web bug to a full domain takeover). It would take a bug bounty hunter months to find another vulnerability, let alone one chainable with the one(s) already discovered. Accomplishing that before the first one would be highly unlikely.

In practical terms, that could mean faster attacks, more complex breaches, and less time for companies to fix weaknesses before they’re exploited.

Anthropic itself has highlighted that Mythos can work with minimal supervision for extended periods, meaning it could run systematic attack campaigns at a scale no human team could accomplish.

Anthropic flagged these security risks in an internal document:

  • AI lowers the skill floor for offensive operations. Less-skilled actors could get access to very effective tools, significantly increasing the number of advanced attacks.
  • Techniques like fuzzing, dictionary attacks, and other brute force methods become much more effective when sped up by automation. AI-assisted iteration can provide an attacker with a lot more tries before an attack gets noticed.

But the most concerning conclusion was that the offensive side is iterating faster in the current phase of AI development, and security teams are generally later adopters of AI tooling than their adversaries.

As we know, AI in cybersecurity works both ways. It helps us defend against new threats, but it can also be used to create them. Which is why, in the wrong hands, Mythos can turn out to be a formidable adversary.

The goal stays the same, but the way to get there is paved by tools like Mythos. From the attacker’s seat, nothing about the destination is new. The novelty is that Mythos now automates the map, the vehicle, and most of the driving.


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About the author

Was a Microsoft MVP in consumer security for 12 years running. Can speak four languages. Smells of rich mahogany and leather-bound books.