ESCT Trace-Distillation Interface: A Measurement-First Integration of CTE, FLY, R60-v5, R62, R63, and R64 for Semantic Well-Ensemble Traction in Transformer Hidden States
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Abstract. This paper consolidates the fragmented ESCT research line into a single trace-distillation interface connecting ESCT-CSI, Organic Data Chain / Minimal Programmable Dynamics, Collision-Trace-Emergence, the AGI Fly Hypothesis, and the R60-v5 cross-model semantic traction protocol. The central repositioning is that ESCT should not be read as a proof of consciousness, but as a measurement program for how information flow leaves traces, how traces are distilled and audited into well-cluster ensembles, how cue pressure pulls these ensembles along semantic axes, and how such movement becomes layerwise negotiation and final commitment inside Transformer hidden states. The paper preserves the speculative cross-domain intuition while anchoring the current empirical claim in R60-v5: paired cue removal induces consistent hidden-state displacement along polysemous A/B sense axes across BERT, DistilBERT, ELECTRA, and RoBERTa, with model-dependent gain. The proposed next step is R61: a survivorship-bias and negative-control extension testing whether the effect survives failed-word, pseudo-word, false-polysemy, and random-cue controls.
中文摘要。本文將 ESCT 早期分散材料整理為一條「打磨痕跡蒸餾接口」:ESCT-CSI 提供資訊流壓縮、選擇、牽引、審查語言;ODC/MPD 提供可程式化直覺函數與負結果沙盒;CTE 提供碰撞、痕跡、湧現、生態位的跨尺度描述;FLY 將語意井群理解為無中央控制者的複眼式集體動態;R60-v5 則提供目前最乾淨的 Transformer hidden-state 實測接口。本文不將 ESCT 定位成意識證明,而定位成測量資訊流如何留下痕跡、痕跡如何形成井群、井群如何受 cue 牽引並形成語意承諾的理論工程框架。
Keywords: ESCT; CTE; trace distillation; semantic well ensemble; AGI Fly Hypothesis; R60-v5; cue removal; hidden-state geometry; polysemy; beta-contact; survivorship bias control; Transformer interpretability
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ESCT_CTE_FLY_R60_R62_R63_R64_Claude_Aligned_v5_All_Attachments_Package.zip
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- ESCT Trace-Distillation Interface Suggested Chinese Title ESCT 打磨痕跡蒸餾接口:整合 CTE、FLY、R60-v5、R62、R63、R64 的 Transformer 語意井群牽引測量框架