Skills

Detect Zero Iteration Failure

Identify and classify agent failures occurring before execution starts

Install

npx skills add HKUDS/AgentPilot --skill detect-zero-iteration-failure -g -a claude-code -y
Repository
HKUDS/AgentPilot7.8k
Category
AI and agents
Updated
3d ago
License
MIT
Context cost
Lightabout 445 tokens
Runs scripts
No, instructions only

What it does

Identify and classify agent failures occurring before execution starts

Detect Zero-Iteration Failure

This skill provides a workflow for identifying and classifying agent failures that occur prior to any task execution.

Identification Criteria

Flag a task execution as a Zero-Iteration Failure if all of the following conditions are met:

  1. Iteration Count: The agent reports 0 completed iterations.
  2. Tool Usage: No tools were invoked during the session.
  3. Artifacts: No documents, files, or code artifacts were created.
  4. Conversation Log: The log ends abruptly or contains only an initial error message without agent reasoning steps.

Diagnosis Strategy

When a Zero-Iteration Failure is detected, do not attempt standard agent-level debugging (e.g., analyzing reasoning chains or tool parameters). Instead, investigate system-level causes:

  1. Environment Health: Check if the runtime environment initialized correctly (e.g., dependencies installed, API keys loaded).
  2. Prompt Parsing: Verify if the initial user instruction was malformed or triggered safety filters immediately.
  3. Initialization Crash: Look for stack traces or panic logs occurring before the first agent step.
  4. Resource Limits: Check if memory or quota limits were hit before execution began.

Action Plan

  1. Tag the Failure: Label the incident as failure_mode: pre_execution rather than failure_mode: agent_logic.
  2. Escalate: Route to infrastructure or platform engineering rather than prompt engineering.
  3. Retry Strategy: If automating retries, reset the environment context before retrying, as the previous context may be poisoned.

Example Indicators

Status: Failed
Iterations: 0
Tools Called: []
Error: "Session initialization failed: Missing environment variable"

More in AI and agents