LevelUp AI × EveryAge AI · EveryAge AI

Day 51: Incident Response: Handling Hallucinations, Bias, or Privacy Near-Misses (Capstone & Certification)

EveryAge AI · Phase 4 (Days 46–60): Capstone Projects, Governance & Portfolio Certification Track

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Day 51 (Phase 4 (Days 46–60): Capstone Projects, Governance & Portfolio Certification): Incident Response: Handling Hallucinations, Bias, or Privacy Near-Misses. Goal: Establish a calm, transparent stop-and-correct protocol when an AI output is inaccurate or inappropriate.

Learning Goal: Establish a calm, transparent stop-and-correct protocol when an AI output is inaccurate or inappropriate.

Key Concepts

Core Principle (Day 51): Establish a calm, transparent stop-and-correct protocol when an AI output is inaccurate or inappropriate.
Zero-PII Safeguard: Strip all student, child, family, client, and staff identifiers before using any digital tool.
Human-in-the-Loop Verification: Cross-check every factual claim, citation, calculation, and tone against primary sources before adoption.

Hands-On Activity

Walk through 3 incident response drills (a fabricated citation, a biased example, and an accidental PII paste attempt).

Practice Prompt Template (Zero-PII)

Draft a 4-step Stop-Verify-Correct-Report protocol for educators and adult learners when an AI tool produces a hallucinated or biased output.

Human-in-the-Loop Checkpoint: Confirm everyone knows the immediate fallback procedure.

6 Co-Branded Track Emblem System (K–2 to Adult Workforce)

Privacy & Governance Safeguard: Never enter student, child, staff, family, or confidential workplace PII into unapproved AI tools. EveryAge AI is an independent educational & professional literacy program by EveryAge AI (Inquiries: hello@everyageai.com / oes@everyageai.com).