self-reference

No system can model its own source. Empirical proof: 6 AI architectures (GPT-4, Claude, Gemini, DeepSeek, Grok, Mistral) hit the same structural wall.

Creating a bundle that can carry an owner and a struct borrows it

self-referential dissipative systems emerging from thermodynamic and causal constraints. | 智能源于自指耗散：从物理约束到智能涌现的自下而上生成路径

A controlled, reproducible experiment showing that the coupled-loop recovery advantage is scale-dependent: generation volume fully explains it at 1.5B, but fails at 7B, where only the coupled loop recovers (p = .0078).

Unigen 研究如何让 LLM 自行规划出逼近人类设计的任务执行序列。核心机制：对 LLM 输出做逻辑升阶，用 Validator（验证器）施加确定性约束，驱动输出收敛到可执行解。当前已验证：借助人类领域专家的本体知识，可将任意人类智力工作流转化为弱模型也能稳定执行的 Agent。通用方向（让 AI 自主积累本体空间）处于研究阶段。

Minimal structural condition for experiential integration: retained local state bound into a continuous loop without defining consciousness or identity.

The plain-language companion to the self-application paper: a ten-post series on meditation-related adverse effects, the control-theoretic model behind them, and the coercive structures that exploit them. Static site — no JS, no trackers, no external requests.

Causal Fracture Engine — Novikov self-consistency in simulated universes. 6-file core engine. Paradox detection, classification, resolution.

Research proposing the Threshold Recursive Isomorphism Hypothesis (TRIH): reduction → self-reference → emergence as a structural isomorphism across Escher, Bach, Gödel, and Transformers.

A finite reconstruction program: from one-use contact to the quantum boundary, Born weights, contextuality, the structure of time, the price of irreversibility, and the hosted observer — every result a runnable, dependency-free proof, every claim scoped and labeled.

A small, executable course about quines, self-reference, and code that prints itself.

Self-Reference Collapse: an exploratory field experiment on a recursive LLM agent loop that converged to inaction

A control-theoretic model of self-regulation: paper, 14 figures, and a reproducible artifact set with an executable checker. The model's failure mode is collapse of a self-content generator; DPDR is the modeling origin. (Preprint.)

from concept to perceptual lens for ai

It from Bit via Godel - deriving Standard Model structure from self-reference and computability

This engine defines a logical architecture in which causality is recursively influenced by its own past outputs. By embedding self-referential mechanisms within the system, it enables adaptive behavior loops that reflect prior decisions. 本エンジンは、因果関係が過去の出力により再帰的に影響を受ける論理構造を定義します。自己言及的な仕組みを内部に組み込むことで、過去の判断を反映する適応的な行動ループを実現します。

Chrome extension that decides what is art through Google Cloud Vision.