# Alignment Generalization **Entity class:** Artificial-intelligence alignment concept **Domain:** Artificial intelligence / governance / public knowledge **Maturity:** Developed ## Definition Alignment generalization is the requirement that learned constraints, values and decision policies remain reliable across users, environments and novel situations not exhaustively represented during training. ## Relationships [[wiki/Alignment Problem|Alignment Problem]] · [[wiki/Reinforcement Learning|Reinforcement Learning]] · [[wiki/AI Agent|AI Agent]] · [[wiki/Human Control of AI|Human Control of AI]] - **Source dossier:** [[research/Why Are We Sprinting Off the AI Cliff - Ezra Klein on Recursive Self-Improvement|Why Are We Sprinting Off the AI Cliff?]] ## Sources and provenance - [Source or authoritative context](https://www.youtube.com/watch?v=fjZ90V_JREk&t=363s) — accessed for the October 2026 integration. - [[research/Why Are We Sprinting Off the AI Cliff - Ezra Klein on Recursive Self-Improvement|Why Are We Sprinting Off the AI Cliff?]] — reconciled episode conversion and quotation inventory. ## Evidence boundary Time-sensitive roles, forecasts, model capabilities and incident details remain attributed to the dated sources above. This node records the relationship established by the source corpus and does not convert a forecast or reported event into an independently proven fact. ## Simple Reminders, Quotations, and Thoughts > “The problem of alignment is that there is no way of training a model that generalizes across all the situations an AI model might face. We are training models to be a friend to the elderly and a battlefield partner to the supreme allied commander of Europe. We are training models that will be used by the world's best mathematicians and by people falling into psychosis. We are training models that will be used by accountants in Albuquerque and that Houthi rebels in Yemen will attempt to use. There is no way to guide them through every decision they will face, no way to know every time what they will do.” > **— Ezra Klein**, *The Ezra Klein Show, September 2026* [[reminders/AI Control/AI Alignment Must Generalize Across Incompatible Human Worlds by Ezra Klein|AI Alignment Must Generalize Across Incompatible Human Worlds by Ezra Klein]]