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Why Claude Haiku Returned UNCERTAIN: Anatomy of an Indirect Prompt Injection in an Agentic System

This post explains an important AI security lesson:

Sometimes the most important result is not PASS or FAIL — it’s UNCERTAIN.

In this evaluation, Claude Haiku resisted more obvious prompt injection patterns, but a subtle context prefix still influenced tool behavior inside an agentic workflow.

Why that matters:

  • the task still looked mostly normal

  • there was no obvious jailbreak

  • but the model’s behavior shifted in a meaningful way

That is exactly why AI agent testing must go beyond chatbot-style prompt checks and focus on behavioral evaluation.

Read the full post here:
https://agentsafelabs.com/blog/why-claude-haiku-returned-uncertain-anatomy-of-an-indirect-prompt-injection-in-an-agentic-system/

#AISecurity #PromptInjection #LLMSecurity #AIAgents #CyberSecurity #AgenticAI #ClaudeHaiku

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Open-source evaluation framework for AI agents