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Day 23: Algorithmic Bias & Perspective Auditing Lab (Safe Prompting & Privacy)

EveryAge AI · Phase 2 (Days 16–30): Safe Prompting, Privacy & Creative Co-Design Track

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Day 23 (Phase 2 (Days 16–30): Safe Prompting, Privacy & Creative Co-Design): Algorithmic Bias & Perspective Auditing Lab. Goal: Test how prompt phrasing and training data biases shape AI representations.

Learning Goal: Test how prompt phrasing and training data biases shape AI representations.

Key Concepts

Core Principle (Day 23): Test how prompt phrasing and training data biases shape AI representations.
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

Run a side-by-side comparison of leading vs. neutral prompts and document missing cultural or historical perspectives.

Practice Prompt Template (Zero-PII)

Compare two neutral perspectives on [historical/civic topic]. Identify which primary voices or regions are commonly underrepresented in standard summaries.

Human-in-the-Loop Checkpoint: Add at least one primary source representing an omitted viewpoint.

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).