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Artificial Neural Mesh (ANM): A Modular Multi-Model Cognitive Architecture with Controlled Self-Expansion and Web-of-Thought Reasoning

Authors: Ali, Abdur Rehman;

Artificial Neural Mesh (ANM): A Modular Multi-Model Cognitive Architecture with Controlled Self-Expansion and Web-of-Thought Reasoning

Abstract

The Artificial Neural Mesh (ANM) is a modular cognitive architecture built around cooperating specialist models connected through a central Router, Web-of-Thought (WoT) reasoning, a Refiner–Verifier safety pipeline, and vector-based episodic memory. It introduces a structured multi-model system that mimics biological modularity, enabling more reliable reasoning, specialization, and safe controlled self-expansion. This work is released as a research artifact describing an early-stage system (ANM V0), emphasizing architectural design, verification-first reasoning, and reproducibility on consumer hardware rather than state-of-the-art benchmark performance.

Keywords

LLM, Multi-model reasoning, DeepSeek R1, Modular AI, AGI safety, Artificial Neural Mesh, Web-of-Thought, Cognitive architecture, DeepSeek, LLM systems, Multi-agent cognition, DeepSeek-R1:1.5B

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green