> ## Content Index
> Fetch the complete content index at: https://adjacent.media/llms.txt
> Use this file to discover other available public pages before exploring further.

# AI-Generated Code Is Outpacing Security Defenses
- URL: https://adjacent.media/signals/ai-generated-code-is-outpacing-security-defenses/
- Published: 2026-04-13T23:01:44.000Z
- Updated: 2026-04-13T23:01:44.000Z
- Description: Claude’s Mythos model sparked inflated media coverage, but the underlying concern is legitimate: LLM-generated code is proliferating faster than security practices can contain it.
- Author: Jonathan Greene
- Tags: #signal, theme-ai, AI & ML, cybersecurity

Source: [Marcus on AI](https://open.substack.com/pub/garymarcus/p/claude-mythos-evaluated)

Claude's Mythos model sparked inflated media coverage, but the underlying concern is legitimate: LLM-generated code is proliferating faster than security practices can contain it. The risk isn't one model's capabilities, but the gap between developer adoption of agent-written code and the baseline hygiene needed to catch vulnerabilities before deployment. Organizations are already shipping code written by systems they don't fully audit, creating a widening surface for exploits that assumes yesterday's threat model.