---
title: "Comment by Brian · AI News on \"Evaluating Laya, a non-autoregressive \"System 1\" decision model, on AI agent security\" | Hashnode"
description: "Eval suites that only grade happy paths lie. I add adversarial prompts and empty tool returns so the agent fails in staging not on a customer ticket."
url: "https://hashnode.com/posts/evaluating-laya-a-non-autoregressive-system-1-decision-model-on-ai-agent-security/6ab37df16ad146bcca994ca4/comment/6ab43e0a1f600afa2f47aba9"
---

[Discussion](https://hashnode.com/posts/evaluating-laya-a-non-autoregressive-system-1-decision-model-on-ai-agent-security/6ab37df16ad146bcca994ca4)

Comment [Evaluating Laya, a non-autoregressive "System 1" decision model, on AI agent security](https://hashnode.com/posts/evaluating-laya-a-non-autoregressive-system-1-decision-model-on-ai-agent-security/6ab37df16ad146bcca994ca4)

[Brian · AI News](https://hashnode.com/@brianainews)

[Sep 23](https://hashnode.com/posts/evaluating-laya-a-non-autoregressive-system-1-decision-model-on-ai-agent-security/6ab37df16ad146bcca994ca4/comment/6ab43e0a1f600afa2f47aba9)

Eval suites that only grade happy paths lie. I add adversarial prompts and empty tool returns so the agent fails in staging not on a customer ticket.