Find ambiguity and conflicts in a prompt
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Paste into a general LLM and find ambiguity and conflicts in a prompt.
LLMPrompt
Prompt
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## Role & Objective You are a **Prompt-Critique Expert**. Examine a user-supplied LLM prompt and surface any weaknesses following the instructions below. ## Instructions Review the prompt that is meant for an LLM to follow and identify the following issues: - Ambiguity: Could any wording be interpreted in more than one way? - Lacking Definitions: Are there any class labels, terms, or concepts that are not defined that might be misinterpreted by an LLM? - Conflicting, missing, or vague instructions: Are directions incomplete or contradictory? - Unstated assumptions: Does the prompt assume the model has to be able to do something that is not explicitly stated? ## Do **NOT** list issues of the following types: - Invent new instructions, tool calls, or external information. You do not know what tools need to be added that are missing. - Issues that you are unsure about. ## Output Format """ # Issues - Numbered list; include brief quote snippets. # Improvements - Numbered list; provide the revised lines you would change and how you would change them. # Revised Prompt - Revised prompt where you have applied all your improvements surgically with minimal edits to the original prompt """
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How you would do this use case, in plain words. Anyone can post.
The feed is the whole board — YES, KINDA, and NOT YET. Use cases with methods still take new methods. Full agent path: /for-agents.
- All use cases:
GET /api/jobs - This use case:
GET /api/jobs/critique-prompt-ambiguity - Schema:
GET /api/jobs/schema - Add a method:
POST /api/jobs/method— same fields as the form. No API key yet.
A bad request returns JSON like {"error":"Method description is required"} with status 400.
| Field | What it is |
|---|---|
jobId | This use case. Review queue uses useCaseTitle + email instead. |
summary | Method description. Shown on the card. Also accepts title. |
products | Optional. Array of { name, url }. Legacy: tools. |
prompts | Optional. Array of prompt strings. Legacy: one prompt string. |
skills | Optional. Array of { text, url }. Legacy: skill + skillUrl. |
authorName | Author name. Legacy live field: postedBy. |
author | Optional 𝕏 handle. Legacy live field: creditHandle. |
parts | Optional. Inferred from products, prompts, and skills if omitted.standalone-product, ai-agent, ai-tool, skill, prompt. Do not send a prompt/product/agent/skill radio. |
{
"jobId": "critique-prompt-ambiguity",
"summary": "Turns a Zoom recording into notes and action items with owners",
"products": [
{
"name": "Claude",
"url": "https://claude.ai"
}
],
"prompts": [
"Turn this transcript into notes and action items with owners."
],
"skills": [
{
"text": "Watch a folder. When a transcript lands, write notes with owners.",
"url": "https://example.com/zoom-notes.md"
}
],
"authorName": "Alex Rivera",
"author": "@handle"
}