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nexus/wiki/concepts/递归自优化.md
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---
title: "递归自优化"
type: concept
tags: [AI理论, 自我优化, 生成系统]
sources: [formalization-recursive-self-optimizing-generative-systems.md]
last_updated: 2026-04-14
---
## Definition
通过迭代自我修改构建稳定生成能力的AI系统框架。
## Core Attributes
- 核心循环:生成 → 优化 → 更新 → 生成
- 目标:收敛到稳定生成能力(固定点),而非特定最优输出
- 组成Generatorα、OptimizerΩ、Meta-generator
## Formalization
- Generator空间G ⊆ P^I
- 优化算子O: P × Ω → P
- 元生成算子M: G × P → G
- 自映射:Φ: G → G
## Related Concepts
- [[固定点理论]] ← 数学基础 ← [[递归自优化]]
- [[λ演算]] ← 表达形式 ← [[递归自优化]]
- [[自举]] ← 机制 ← [[递归自优化]]
- [[Generator]] ← 核心组件 ← [[递归自优化]]
- [[Optimizer]] ← 核心组件 ← [[递归自优化]]