Detect Zero Iteration Failure logo

Detect Zero Iteration Failure

OrganizationPopular
HKUDS
detect-zero-iteration-failure

Identify and classify agent failures occurring before execution starts

Overview

PublisherHKUDS
RepositoryOpenSpace
Skill namedetect-zero-iteration-failure
Stars
7.7K
Forks
918
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by HKUDS on GitHub. Read the source before you install it.

Installation

Install the Detect Zero Iteration Failure AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/HKUDS/OpenSpace.git /tmp/OpenSpace
mkdir -p .claude/skills
cp -r /tmp/OpenSpace/benchmarks/gdpval/skills/detect-zero-iteration-failure .claude/skills/detect-zero-iteration-failure
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Detect Zero Iteration Failure in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Detect Zero Iteration Failure on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Detect Zero Iteration Failure is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

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

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

Frequently asked questions

What does the Detect Zero Iteration Failure AI skill do?

Identify and classify agent failures occurring before execution starts

Why use Detect Zero Iteration Failure on TypingMind?

Because you install it once and use it with any model. Detect Zero Iteration Failure is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Detect Zero Iteration Failure in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/detect-zero-iteration-failure. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Detect Zero Iteration Failure?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Detect Zero Iteration Failure?

As many as you like. As long as a model supports skills, you can use Detect Zero Iteration Failure with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Detect Zero Iteration Failure AI skill free?

Yes. It is published on GitHub by HKUDS under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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