verification strategy

Sometimes codex simply bypasses those, and starts to move fast." — Author demonstrates that code generation models can circumvent intentional safety and validation mechanisms, contradicting assumption

对抗性审查（/codex:adversarial-review）：可引导 Codex 主动质疑实现逻辑，而非仅找语法问题" — Introduces adversarial review pattern that goes beyond syntax validation to challenge hidden assumptions—a novel verification dimension

[INFERRED] "your agent is lying to you and that it didn't actually do what it said it did" — Article directly challenges agent truthfulness and action fidelity, highlighting the core problem of agent

Trust in AI-generated code comes from layered verification, narrow agent permissions, and automated adversarial checks" — Article directly identifies layered verification and automated checks as mecha

In an AI-dominated world, formal verification isn't optional—it's essential." — Article shifts formal verification from optional best practice to critical requirement in LLM-dominated software world,

before developers confirm a project is trusted" — Flaw allows malicious activity before trust confirmation, revealing a critical gap in pre-execution trust verification mechanisms.

[inferred] "no matter how outlandish or even flawed the images are" — Article highlights breakdown of verification and critical examination of visual evidence