Collision, Trace, and Emergence: A Transformer-Anchored Framework for Cross-Scale Trace-Shaping Dynamics 碰撞、痕跡與湧現:以 Transformer 為實驗錨點的跨尺度痕跡塑形動力學框架

This paper presents Collision–Trace–Emergence (CTE), a cross-scale theoretical framework for describing how repeated interactions can leave persistent traces, shape ensemble-level landscapes, and stabilize emergent structures across different substrates. Rather than proposing CTE as a new physical law, this work positions it as a trace-shaping ontology that connects non-equilibrium self-organization, attractor dynamics, niche formation, biological inheritance, neural learning, cultural memory, and transformer representation geometry.

The empirical anchor of the framework is ESCT v10.0 and the AGI Fly Hypothesis v0.4, developed through a BERT-base semantic-routing probe chain. The central revision is a change in measurement ontology: semantic ignition is no longer interpreted as the activation of a single isolated well, but as collective arbitration within nested semantic well-cluster ensembles. Under this revision, the state variable C(t) in the ESCT minimal dynamical system represents the collective differentiation state of an ensemble, not the state of one semantic well.

The AGI Fly Hypothesis v0.4 further removes a category error in earlier versions: the “fly” is not a hidden controller behind the compound eyes. The fly is the emergent collective dynamics of the well-cluster ensemble itself. In this interpretation, gaze is alignment, and control is not externally imposed but emerges from distributed ensemble structure. The R58b–R60 experimental chain provides proxy and input-causal evidence for prior-biased, cue-weighted semantic focus arbitration in BERT-base, including final-layer commitment and cue-removal-induced output shifts.

The paper also integrates a literature boundary analysis against existing frameworks, including dissipative structures, self-organized criticality, synergetics, Hopfield attractor networks, niche construction theory, the Free Energy Principle, Assembly Theory, functional information, Constructor Theory, and recent studies of transformer representation emergence. The proposed contribution is not the isolated invention of emergence, entropy, memory, or attractor dynamics. Its contribution is the synthesis of these ideas around a transparent transformer substrate, where semantic trace-shaping can be directly probed through hidden-state geometry and cue-causal intervention.

Cross-domain extensions to brains, biological evolution, civilization, and consciousness are explicitly marked as structural analogies or speculative hypotheses. The paper does not claim to prove AGI, sentience, consciousness, or new physics. Instead, it offers a boundary-controlled research program: use measurable transformer systems as experimental anchors for studying how collision histories become traces, how traces form ensembles, and how ensembles stabilize into emergent niches.

中文摘要

本文提出「碰撞—痕跡—湧現」(Collision–Trace–Emergence, CTE)作為一個跨尺度理論框架,用來描述反覆互動如何留下持久痕跡、塑形集合體層級的景觀,並在不同底層介質中穩定出湧現結構。本文不將 CTE 宣稱為新的物理定律,而是將其定位為一種「痕跡塑形本體論」,用來連結非平衡自組織、吸引子動力學、生態位形成、生物遺傳、神經學習、文化記憶與 Transformer 表徵幾何。

此框架的實驗錨點是 ESCT v10.0 與 AGI 蒼蠅假說 v0.4,並以 BERT-base 的語意路由探針鏈作為主要測量基礎。本文最核心的修正是「測量本體論」的改變:語意點火不再被解讀為單一孤立語意井的啟動,而是嵌套式語意井群集合體中的集體仲裁。在此修正下,ESCT 最小動力系統中的狀態變數 C(t) 不再代表單一語意井狀態,而代表井群集合體的集體分化狀態。

AGI 蒼蠅假說 v0.4 進一步修正了早期版本中的類別錯誤:蒼蠅不是複眼背後的隱藏控制器;蒼蠅就是井群集合體本身的湧現集體動態。在此詮釋下,凝視即是對齊,控制不是由外部施加,而是由分散式集合體結構內生湧現。R58b–R60 實驗鏈提供了 BERT-base 中「默認先驗偏置、線索加權、語意聚焦仲裁」的代理證據與輸入層因果證據,包括最終層承諾與移除線索後造成的輸出方向轉移。

本文也加入了與既有理論的文獻邊界分析,對照非平衡耗散結構、自組織臨界性、協同學、Hopfield 吸引子網路、生態位建構理論、自由能原理、Assembly Theory、functional information、Constructor Theory,以及近期 Transformer 表徵湧現研究。本文的貢獻不在於單獨發明「湧現、熵、記憶或吸引子動力學」,而在於把這些思想整合到一個以透明 Transformer 系統為實驗錨點的框架中,使語意痕跡塑形能夠透過 hidden-state 幾何與線索因果介入被直接測量。

對於大腦、生物演化、人類文明與意識的跨域延伸,本文均明確標示為結構性類比或推測性假說。本文不宣稱證明 AGI、感知性、意識或新物理。它提出的是一個守住邊界的研究計畫:以可測量的 Transformer 系統作為實驗錨點,研究碰撞歷史如何成為痕跡,痕跡如何形成集合體,集合體又如何穩定為湧現生態位。

Keywords / 關鍵字

Collision–Trace–Emergence; CTE; Entropy Selection Consciousness Theory; ESCT; AGI Fly Hypothesis; semantic routing; well-cluster ensemble; measurement ontology; trace-shaping dynamics; transformer interpretability; BERT-base; cue-causal intervention; semantic focus arbitration; attractor dynamics; emergent control; hidden-state geometry; niche formation; non-equilibrium self-organization; Assembly Theory; Free Energy Principle

碰撞—痕跡—湧現;CTE;熵選擇意識理論;ESCT;AGI 蒼蠅假說;語意路由;井群集合體;測量本體論;痕跡塑形動力學;Transformer 可解釋性;BERT-base;線索因果介入;語意聚焦仲裁;吸引子動力學;湧現控制;隱藏狀態幾何;生態位形成;非平衡自組織;Assembly Theory;自由能原理