OpenSpace detect-zero-iteration-failure

Identify and classify agent failures occurring before execution starts

install
source · Clone the upstream repo
git clone https://github.com/HKUDS/OpenSpace
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/HKUDS/OpenSpace "$T" && mkdir -p ~/.claude/skills && cp -r "$T/gdpval_bench/skills/detect-zero-iteration-failure" ~/.claude/skills/hkuds-openspace-detect-zero-iteration-failure && rm -rf "$T"
manifest: gdpval_bench/skills/detect-zero-iteration-failure/SKILL.md
source content

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"