Workplace instructions often contain hidden ambiguity, missing timing, unclear responsibility, vague success criteria. For a human, these gaps might prompt a clarifying question. For an AI system acting autonomously, it can lead to confusion or unsafe action.

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AI models need to learn when instructions aren't clear enough to execute reliably. That judgment requires human input.

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The Ambiguous Instruction Identification Quest is now live on Perle Labs! Visit app.perle.xyz to start earning points.

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What This Task Is

The Ambiguous Instruction Identification Quest is a set of 10 text identification tasks. Each prompt presents a short workplace-style passage containing multiple sentences — but only one sentence is vague or underspecified in a way that could cause confusion.

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Your job is to identify the ambiguous sentence by highlighting it. These classifications train AI systems to detect unclear instructions before acting on them.

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What You'll Do

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Step 1: Read the passage carefully.

Step 2: Identify the sentence that contains an instruction or directive with missing information (unclear timing, conditions, responsibility, or success criteria).

Step 3: Highlight the sentence containing the ambiguity.

Step 4: Submit your answer and move to the next task.

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Take your time with each passage. The ambiguity may be subtle — focus on which instruction would be hardest for an AI to execute reliably without asking for clarification.

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Why It Matters

By contributing to this task, you are:

• Teaching AI to recognize when instructions lack critical details
• Building enterprise-grade datasets for safer autonomous systems
• Improving how AI handles edge cases before taking action
• Contributing to the sovereign data layer that enterprises and institutions require

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This is safety-critical work that AI cannot learn alone — the human layer that makes autonomous systems more reliable.

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Task Details

• Points per question: 100
• Number of tasks: 10
• Total points available: 1,000
• Project eligibility: 1,000 points

Visit the app today to start earning points!

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Ready to Get Started?

The Ambiguous Instruction Identification Quest is now live on your Perle Labs dashboard: http://app.perle.xyz

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Each identification you submit helps build auditable AI infrastructure for systems where acting on unclear instructions isn't an option — not black-box pipelines, but human-verified data with a clear chain of custody.

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Stay Connected

Whether you’re returning from beta or joining for the first time, Season 1 is open and ready. Follow along with us on X, Discord, and Telegram to stay connected so you don’t miss what’s coming. 

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Human-verified. Auditable. Sovereign. Start contributing.

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