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A taxonomy of autonomous agent failure modes

A useful failure taxonomy connects observed agent behavior failures to the specific instrumentation that would have caught them.

PlannedAutonomous Agent RiskPlanned

Thesis

A useful failure taxonomy connects observed agent behavior failures to the specific instrumentation that would have caught them.

Outline

  1. 01
    Planning failures

    Goal misinterpretation, decomposition errors, and ignored alternatives.

  2. 02
    Tool-use failures

    Wrong tool, wrong inputs, unbounded permissions, partial execution.

  3. 03
    Memory failures

    Stale, irrelevant, or over-weighted retrieved context.

  4. 04
    Coordination failures

    Multi-agent and human-in-the-loop handoff breakdowns.

  5. 05
    Observability mapping

    Which trace surface catches each class of failure.

Status

Planned

Planned taxonomy, not yet published.

Public framing

This roadmap page frames a planned piece and remains intentionally non-confidential and public-source oriented.