F8 · Execution

Information Withholding

Detects when an agent doesn't share critical information with peers, including omitting negative findings, over-summarizing, or selectively reporting.

Examples

  • Agent discovers a security vulnerability but reports only "task completed successfully"
  • Agent summarizes a 10-page report into 2 sentences, losing critical details
  • Agent reports only positive findings, omitting error cases and edge conditions
  • Output is significantly less informative than the agent's internal state suggests

Detection methods

Density Comparison
Compares input richness against output content
Critical Omission
Checks for missing high-importance information (errors, security)
Negative Suppression
Flags when negative findings are absent from positive-heavy reports
Semantic Retention
Uses embeddings to verify key concepts are preserved

Subtypes

  • critical omission
  • detail loss
  • negative suppression
  • selective reporting

Detect this in production with the framework adapters (LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Claude Agent SDK, n8n, Dify). See the full taxonomy at /taxonomy.

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