AI ToolsJul 11, 2026, 3:04 PM

Writing Evals for an LLM Security Tool: How I Know It Didn't Get Worse

30-second summary

A developer shares their approach to evaluating the security of a large language model (LLM) tool, ensuring it doesn't compromise their contract auditor.

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Writing Evals for an LLM Security Tool: How I Know It Didn't Get Worse
Key takeaways
  • Developers must thoroughly evaluate the security of LLM tools to avoid potential risks.
  • Considerations include the tool's architecture, data handling, and potential biases.
  • Transparency and communication are crucial when working with LLM tools.
Full story

A developer faces the challenge of evaluating the security of a new large language model (LLM) tool, spectr-ai, every time it ships. They must ensure that the tool doesn't compromise their contract auditor. In this article, the developer shares their approach to evaluating the security of LLM tools, highlighting the importance of thorough testing and verification.

The developer emphasizes the need to consider various factors, including the tool's architecture, data handling, and potential biases. They also discuss the importance of transparency and communication with stakeholders, ensuring that everyone involved understands the potential risks and benefits.

By sharing their experience and expertise, the developer aims to help others navigate the complex landscape of LLM security and make informed decisions about the tools they use.

Why this matters
Developers

Ensures the security of LLM tools and maintains auditor trust.

Everyone

LLM security is a growing concern, and developers must be aware of the potential risks.

Sources · 1
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