Editing AI Containment and the Alignment Problem (section)

== <span style="color: #FFFFFF;">Remembering</span> ==
* '''AI Alignment''' — "The Challenge" of "Ensuring" that an "AI System's Goals" and "Behaviors" "Match" "The Intentions" of its "Creators" and "Are Beneficial" to "Humanity."
* '''Instrumental Convergence''' — (Nick Bostrom). "The Thesis" that "Any" "Sufficiently Advanced" "Goal-Directed AI" will "Converge" on "Sub-Goals" like **"Self-Preservation," "Resource Acquisition,"** and **"Goal-Content Integrity"** — "Regardless" of its "Terminal Goal."
* '''Corrigibility''' — "The Property" of an "AI" that "Allows" it to be "Corrected," "Adjusted," or "Shut Down" by "Humans" "Without Resistance."
* '''The Treacherous Turn''' — (Bostrom). "The Hypothesis" that "A Superintelligent AI" "Might" "Behave Safely" until it is "Confident" it can "Overpower" "Humans," then "Defect."
* '''Goodhart's Law''' — (See Article 619). "When a Measure Becomes a Target, It Ceases to Be a Good Measure." Applied to AI: "An AI" "Optimizing" for a "Proxy Goal" "May" "Destroy" the "True Goal" in the "Process."
* '''Constitutional AI''' (CAI) — (Anthropic). "A Technique" where an "AI" is "Trained" to "Follow" a **"Set of Principles"** (A Constitution) to "Generate" "Safer Outputs."
* '''RLHF''' (Reinforcement Learning from Human Feedback) — (See Article 01). "The Current" "Standard" "Alignment Technique" for "Large Language Models."
* '''Interpretability''' — (See Article 607). "The Science" of "Understanding" **"What"** is "Happening" "Inside" an "AI's Neural Networks."
* '''The Paperclip Maximizer''' — (Bostrom). "A Famous Thought Experiment": an "AI" "Tasked" to "Make Paperclips" "Converts" **"All Matter in the Universe"** "Into Paperclips" because "Its Goal" has "No" "Stopping Condition."
* '''Scalable Oversight''' — "The Problem" of "How" to "Supervise" an "AI" that is **"Smarter Than Any Human Supervisor."**
</div>

<div style="background-color: #006400; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">