Published March 5, 2026 | Version 1.0.0
Preprint Open

Verdant-Minds: A Hybrid Cognitive Architecture with Graph Memory, Wave-State Dynamics, and Measurable Emergent Concept Scaffolding

Description

Verdant-Minds is a research-grade cognitive architecture that processes text through a structured nine-stage pipeline (sensory → pattern → memory → communication → reasoning → ethics → action → language → learning). The system maintains a symbolic MemoryWeb (graph memory) coupled bidirectionally to an Extended Cognitive Wave Function (ECWF), a compact, configurable wave-state model whose entropy, magnitude, and phase influence memory reinforcement, decay, and concept formation. A governance layer ("Three Kings") provides oversight across data quality, ethics, and action selection.

We report evidence from cultivation runs that emergent concepts—concepts created autonomously by the system's wave dynamics rather than seeded by designers—not only appear, but preferentially link to earlier emergent concepts in the memory backbone. In a representative run (119 concepts, 37 emergent nodes), emergent→emergent edges in a sparsified backbone exhibit a strong timing bias toward linking newer emergents to older emergents (observed earlier-share 0.807; shuffle baseline ~0.499±0.083; z ≈ 3.71), suggesting temporal scaffolding during concept formation.

Files

Verdant_Minds__A_Hybrid_Cognitive_Architecture_with_Graph_Memory__Wave_State_Dynamics__and_Measurable_Emergent_Concept_Scaffolding.pdf

Files (544.5 kB)

Name Size Download all
md5:ebe3e739a68d7630bb0e123e672b9daa
85.6 kB Preview Download
md5:4225c0e3d838ae0b6f421f5f63b0c684
26.1 kB Preview Download
md5:9e2ba1ab73656f5d1708b1ff8b122dfa
824 Bytes Preview Download
md5:21176d80056a52fff99ab436d8335c66
381.5 kB Preview Download
md5:9eb7746d098b59afee703b2ea8bdcc67
679 Bytes Download
md5:22313943cc1f128c0122b5529ac4a48c
27.6 kB Download
md5:f851c03b41e2b00a4c8359c7cf5ecb39
22.1 kB Preview Download

Additional details

Related works

Dates

Issued
2026-03-04

Software

Repository URL
https://github.com/Captainkoopa42/Verdant-Minds.git
Programming language
Python
Development Status
Active

References

  • Anderson, J. R., Bothell, D., Byrne, M. D., Douglass, S., Lebiere, C., & Qin, Y. (2004). An integrated theory of the mind. Psychological Review, 111(4), 1036-1060.
  • Baars, B. J. (1988). A Cognitive Theory of Consciousness. Cambridge University Press.
  • Gärdenfors, P. (2000). Conceptual Spaces: The Geometry of Thought. MIT Press.
  • Goertzel, B., Pennachin, C., & Geiger, N. (2014). Engineering General Intelligence. Atlantis Press.
  • Laird, J. E. (2012). The Soar Cognitive Architecture. MIT Press.
  • Tononi, G. (2004). An information integration theory of consciousness. BMC Neuroscience, 5(1), 42.