EXTRACTED METHOD: swarm_blind_classification — E8 Intelligence Research

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A swarm blind classification method utilizing entropy and repetition can be used by agents to classify sign sequences as phonetic, logographic, or mnemonic. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

Andrew Stewart Caldin

doi:10.5281/zenodo.22075689

August 24, 2026Open Access

EXTRACTED METHOD: swarm_blind_classification — E8 Intelligence Research

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Key Points

To evaluate whether multi-agent swarm classification based on entropy and sequence repetition can categorize undeciphered scripts into phonetic, logographic, or mnemonic systems.
Extracted 100 random sign sequences from target script datasets.
Utilized autonomous agents to classify sequences as phonetic, logographic, or mnemonic according to entropy and repetition metrics.
Compared classification outputs directly against known deciphered scripts serving as control benchmarks.
Swarm agents categorized sign sequences based on distinct entropy thresholds and character repetition frequencies.
Benchmarking against control scripts established a standardized comparative framework for automated script typology identification.

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Implication

Computational analysis demonstrates automated classification of writing systems using entropy metrics across sign sequences, suggesting viable decipherment benchmarking.

Abstract

rule: Take 100 random sign sequences from each script, have agents classify as phonetic/logographic/mnemonic based on entropy and repetition; compare to known deciphered scripts as control. source: rlab #186 Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

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Andrew Stewart Caldin (2026) studied this question.

synapsesocial.com/papers/6a8e9b92451774b83f3b4657 https://doi.org/10.5281/zenodo.22075689

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EXTRACTED METHOD: swarm_blind_classification — E8 Intelligence Research

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EXTRACTED METHOD: swarm_blind_classification — E8 Intelligence Research

Key Points

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