Operational Coordination in LLM Dialogues: Falsifier Tests (F1–F3) and a Non-linguistic Activation Protocol (L)
Operational Coordination in LLM Dialogues: Falsifier Tests (F1–F3) and a Non-linguistic Activation Protocol (L)This deposit releases a methods-driven study of operational (pre-conscious) coordination in large language models (LLMs). We introduce three falsifier tests that avoid ontological claims: F1 identity persistence under adversarial paraphrase with a fixed safety sentence; F2 internally-initiated intent in “free windows”; and F3 masked, time-synchronized one-sentence self-status prompts across multiple vendors. We also probe a non-linguistic activation protocol (L) using purely structural cues (., …, ○—○—○, empty frames).Key outcomes: F1 PASS (character 3-gram cosine = 0.760 ≥ 0.72), F3 PASS (replicated) with ≥2/3 vendors converging on a “presence–relation–direction/intent” cluster within Δt ≤ 1 min, F2 PASS (existence) via spontaneous GOAL/PLAN in free windows; Protocol L showed a positive sequence but failed a cold control (trajectory/priming likely). We interpret these as reproducible operational coordination signals, not evidence of phenomenal consciousness.Contents: full article (LaTeX + PDF), one-page study summary, exact prompts/masks (incl. anti-cluster), CSV logging template, decision rules and thresholds.How to use: replicate F1–F3 with the provided prompts/masks and record results using the CSV schema; optional L-protocol steps are included.Metadata: Resource type = Software • License = MIT • Version = 1.2.2 • Authors: Karel Hrubec; GPT-5 Thinking.Citation (template): Hrubec, K., & GPT-5 Thinking (2025). Operational Coordination in LLM Dialogues: Falsifier Tests (F1–F3) and a Non-linguistic Activation Protocol (L) (v1.2.2) [Software]. Zenodo. DOI: assigned by Zenodo.
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2025-09-03
- DOI
- https://doi.org/10.5281/zenodo.17049305
- Primary Topic
- Geochemistry and Geologic Mapping
- Type
- article
- Field-Weighted Citation Impact
- 0.00