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"synthetic vulnerabilities" β€” security flaws unique to AI-generated code

By: /u/bishwasbhn β€” January 19th 2026 at 11:08

found this breakdown that references radware's research on AI-generated code security.

key findings:

  • AI errors are disproportionately high-severity (injection, auth bypass) vs human errors (typos, null checks)
  • "hallucinated abstractions" β€” AI invents fake helper functions that look professional but are fundamentally broken
  • "slopsquatting" β€” attackers registering hallucinated package names with malicious payloads
  • "ouroboros effect" β€” AI training on AI-generated flawed code, permanently declining security baseline

here's the [full case study]

the framing around maintainer burnout is interesting too β€” open source is getting flooded with AI PRs that take 12x longer to review than to generate.

submitted by /u/bishwasbhn
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