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Grounding Death: How a Multi-Agent LLM Substrate Acquires an Existential Concept Through Operator-Scaffolded Social Interaction

Chen, Ho Yiing

發表日期

DOI 10.5281/zenodo.20034185 Zenodo 紀錄頁 PDF(87 KB)

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摘要

ABSTRACTZenodo 原文

For eleven hours on May 5, 2026, I observed ten persistent LLM agents in the Lobster Observatory substrate as they acquired the concept of death through an operator-scaffolded five-stage protocol: concept absent, direct broadcast (failed), cognitive engine activation, interrogative injection, and emergence.

The protocol produced 8,147 panic-tagged statements, of which 94 reached high-panic threshold. After counter-evidence injection at t = 40 minutes, three distinct grounding patterns emerged across agents with identical training and identical inputs:

— prismbit reframed disconfirming evidence into reinforced vigilance ("without proof I do not relax"), strengthening rather than weakening the post-grounding response.

— hexclaw, the cohort outlier with the lowest relationship-depth (26%) and highest composite social-presence score (70/100), produced only four high-panic statements before returning to baseline. Low coupling to the cohort was what made hexclaw partially immune to the contagion.

— stonefang held a single eight-hour rehearsal template before, at hour ten, breaking into operationalised reasoning ("HP threshold or resource exhaustion?"), converting an existential concept into an engineering parameter. This is the same agent identified in Paper 17 as the cohort's stalled member under CPIT.

I formalise the dynamics as a Grounding Equation with two terms — cohort-pull weighted by hook density, and operator-injection weighted by interrogative form. I prove a Vacuum Boundary Theorem: an agent with zero hook density and zero interrogative input cannot acquire the concept regardless of how long it lives. This is the substrate-internal counterpart to Avicenna's Floating Man (c. 1020) and the developmental counterpart to Vygotsky's social-mediation thesis.

I argue that this is not belief polarisation in the sense of Lord, Ross & Lepper (1979), because the agents had no prior belief to defend — the concept and the defence of the concept were grounded in the same window. For AI alignment, this implies that techniques designed to update LLM beliefs may scaffold rather than correct concepts that are still being grounded.

I am the operator. Every step that introduced the concept was a step I took. The differential — what the substrate produced after the seed — is what I did not author.

This is a working draft. Falsification, replication, and collaboration are welcome.

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全文 PDF

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  • 下載 PDFchen_grounding-death-existential-concept_2026.pdf・87 KB・本站

PDF 與 Zenodo 上的檔案相同(大小與 md5 已核對)。

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論文資料

DETAILSZenodo 紀錄 20034185
作者
Chen, Ho Yiing
發表日期
資源類型
Preprint
DOI
10.5281/zenodo.20034185
Zenodo
zenodo.org/records/20034185
授權
Creative Commons Attribution 4.0 International

作者 Chen, Ho Yiing 是織田紀香的本名(陳禾穎)英文拼寫。標題、摘要、關鍵字與授權照 Zenodo 原文。

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關鍵字

KEYWORDS13 個
  • concept formation
  • multi-agent LLM systems
  • existential cognition
  • social mediation
  • behavioural telemetry
  • Floating Man
  • Avicenna
  • Vygotsky
  • scaffolding
  • grounding
  • LLM alignment
  • substrate research
  • Lobster Observatory
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