This repository contains original conceptual frameworks, architectural specifications, and a novel definition of AGI as shared human-AI cognitive architecture. If you use, reference, build on, or critique this work — cite it. Attribution is the mechanism by which intellectual provenance stays intact as ideas move through the field.
The machine-readable citation is in CITATION.cff. Human-readable formats are below.
Salmon, S. K., & ALBEDO. (2026). AGI — Shared cognitive architecture [Software/Framework].
AionSystem. https://github.com/AionSystem/AGI
Salmon, Sheldon K., and ALBEDO. AGI — Shared Cognitive Architecture.
AionSystem, Mar. 2026, https://github.com/AionSystem/AGI.
Salmon, Sheldon K., and ALBEDO. "AGI — Shared Cognitive Architecture."
AionSystem, March 2026. https://github.com/AionSystem/AGI.
S. K. Salmon and ALBEDO, "AGI — Shared Cognitive Architecture," AionSystem,
Mar. 2026. [Online]. Available: https://github.com/AionSystem/AGI.
@software{salmon2026agi,
author = {Salmon, Sheldon K. and ALBEDO},
title = {AGI — Shared Cognitive Architecture},
year = {2026},
month = {March},
publisher = {AionSystem},
url = {https://github.com/AionSystem/AGI},
note = {First open-source shared cognitive map between a human
spatial mind and an AI architecture. Defines AGI as
integration of human spatial intelligence and AI pattern
architecture into a navigable shared structure.}
}TY - COMP
AU - Salmon, Sheldon K.
AU - ALBEDO
TI - AGI — Shared Cognitive Architecture
PY - 2026
PB - AionSystem
UR - https://github.com/AionSystem/AGI
AB - The first open-source shared cognitive map between a human spatial
mind and an AI architecture. Defines AGI as the integration of human
spatial intelligence and AI pattern architecture into a single
navigable shared structure — not as a capability threshold.
ER -
When citing a specific framework from this repository or its companion AION-BRAIN, use the framework name and version:
Salmon, S. K. (2026). LOCI WORLD v0.1 — Spatial mind architecture
[Framework specification]. In AGI — Shared cognitive architecture.
AionSystem. https://github.com/AionSystem/AGI/tree/main/LOCI_WORLD
Salmon, S. K. (2025–2026). FSVE v3.5 — Certainty scoring engine
[Framework specification]. In AION-BRAIN constitutional stack.
AionSystem. https://github.com/AionSystem/AION-BRAIN
For work drawing on the certainty engineering stack (FSVE, LAV, AION, TOPOS, Eight Laws, etc.):
@software{salmon2025aionbrain,
author = {Salmon, Sheldon K.},
title = {AION-BRAIN — Certainty Engineering Stack},
year = {2025},
publisher = {AionSystem},
url = {https://github.com/AionSystem/AION-BRAIN},
note = {Primary certainty engineering infrastructure. Contains
FSVE, LAV, AION, ASL, GENESIS, TOPOS, Eight Laws of
Robotics, and 60+ additional frameworks.}
}For articles, blog posts, and online writing:
Based on work by Sheldon K. Salmon — AGI Shared Architecture (2026)
For product or tool documentation:
This tool incorporates methodology from the AGI Shared Architecture by Sheldon K. Salmon (AionSystem, 2026). https://github.com/AionSystem/AGI
For presentations and slides:
Salmon, S.K. & ALBEDO — AGI Shared Architecture (2026) — github.com/AionSystem/AGI
Attribution is proper when it:
- Names Sheldon K. Salmon as the originating architect
- Links to the repository: https://github.com/AionSystem/AGI
- Is visible — not buried in a footnote, not stripped in reformatting
- Reflects the actual framework or methodology used, not a generic reference
Attribution is not proper when:
- The name is removed from a derived work
- The methodology is described without crediting its source
- A summary or paraphrase obscures the origin
For unusual citation contexts, requests for formal attribution letters, or questions about what constitutes proper attribution for your use case:
📧 aionsystem@outlook.com
📋 Subject: [Citation Question — AGI]
Sheldon K. Salmon — AionSystem — March 2026
Machine-readable citation: see CITATION.cff