We are building data breach machines and nobody cares

Automated excerpt

Different models get different tool names, prompt instructions, and behavioral guidance. OpenAI Codex models get shell-oriented tool names like rg; Claude models get different reasoning summary formats. In order to understand the quality of agent output, you not only have to capture the behavior of your LLM system (i. e. your agent) but also the prompt, context, model, etc.

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