# Language Models Are "Insecure" Reporters

> Source: <https://aiflash.com/news/129041/>
> Published: 2026-09-30 04:30:12+00:00

As large language models are deployed in increasingly autonomous long-horizon tasks, manually auditing and verifying the actions, artifacts, and outputs of models becomes more difficult. Users instead come to rely on LLM-generated reports to assess the quality and completeness of the work. We introd