Editing AI Ethics and Algorithmic Power (section)

== <span style="color: #FFFFFF;">Understanding</span> ==
AI Ethics is understood through '''Transparency''' and '''Fairness'''.

'''1. The "Mirror" of Data (Bias)''':
"AI" "Inherits" "Human Sins."
* An **Algorithm** is not "Neutral."
* (See Article 630). If an AI is "Trained" on "Historical Hiring Data" that was **"Sexist,"** the AI will "Learn" to be **"Sexist."**
* It "Automates" and "Scales" the **"Biases"** of the "Past."
* "Data" is **"Crystallized Power."**

'''2. The "Hidden" Logic (Transparency)''':
"I can't tell you why."
* (See Article 605). In **Deep Learning**, the "Decision" "Emerges" from "Millions of Math Operations."
* If an AI "Denies" you a **"Loan,"** a "Human Bank Clerk" can't "Explain" "Why."
* This "Violates" the **"Right to Explanation"** (see Article 641).
* **AI Ethics** "Demands" that "Power" "Must" be **"Legible."**

'''3. The "Delegation" of Death (Accountability)''':
"Who goes to Jail?"
* (See Article 133). If a **"Self-Driving Car"** or an **"Autonomous Drone"** "Kills" a "Human," who is to "Blame"?
* If there is **"No Human"** "In the Loop," there is a **"Moral Void."**
* **Ethics** "Argues" that "Life and Death" "Decisions" "Cannot" be "Offloaded" to "Code."
* "Responsibility" is **"Non-Transferable."**

'''The 'ProPublica' COMPAS Study (2016)'''': A "Landmark Case." It "Revealed" that an AI "Used" to "Predict" "Criminal Re-offending" was **"Twice as Likely"** to "Wrongly Flag" **"Black Defendants"** as "High Risk." It proved that "Algorithmic Objectivity" is a **"Simulacrum"** (see Article 667).
</div>

<div style="background-color: #8B0000; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">