DeckerGUI OS
Collection
Official collection of all DeckerGUI ecosystem assets: 6 datasets, 1 model, 1 Space. Vision-Centric Agentic Operating Architecture. • 8 items • Updated
section stringlengths 8 46 | content stringlengths 75 113 | category stringclasses 4
values | chunk_index int64 0 55 | total_chunks int64 56 56 |
|---|---|---|---|---|
Abstract | Section: Abstract. DeckerGUI is a unified agentic operating architecture... | architecture | 0 | 56 |
1. Introduction | Section: 1. Introduction. DeckerGUI is a unified agentic operating architecture... | vision | 1 | 56 |
2. Problem Statement | Section: 2. Problem Statement. DeckerGUI is a unified agentic operating architecture... | architecture | 2 | 56 |
2.1 Limitations of Current AI Assistants | Section: 2.1 Limitations of Current AI Assistants. DeckerGUI is a unified agentic operating architecture... | architecture | 3 | 56 |
2.2 The Visual Context Gap | Section: 2.2 The Visual Context Gap. DeckerGUI is a unified agentic operating architecture... | architecture | 4 | 56 |
3. System Architecture | Section: 3. System Architecture. DeckerGUI is a unified agentic operating architecture... | architecture | 5 | 56 |
3.1 High-Level Architecture | Section: 3.1 High-Level Architecture. DeckerGUI is a unified agentic operating architecture... | architecture | 6 | 56 |
3.2 Core Components | Section: 3.2 Core Components. DeckerGUI is a unified agentic operating architecture... | architecture | 7 | 56 |
4. DGUIYOLOMoE: Vision-Centric Agentic Routing | Section: 4. DGUIYOLOMoE: Vision-Centric Agentic Routing. DeckerGUI is a unified agentic operating architecture... | protocol | 8 | 56 |
4.1 Definition | Section: 4.1 Definition. DeckerGUI is a unified agentic operating architecture... | protocol | 9 | 56 |
4.2 Theoretical Foundation | Section: 4.2 Theoretical Foundation. DeckerGUI is a unified agentic operating architecture... | protocol | 10 | 56 |
4.3 Pipeline Architecture | Section: 4.3 Pipeline Architecture. DeckerGUI is a unified agentic operating architecture... | protocol | 11 | 56 |
4.4 YOLO Detection Specialization | Section: 4.4 YOLO Detection Specialization. DeckerGUI is a unified agentic operating architecture... | protocol | 12 | 56 |
4.5 Scene Understanding Layer | Section: 4.5 Scene Understanding Layer. DeckerGUI is a unified agentic operating architecture... | protocol | 13 | 56 |
4.6 MoE Router Logic | Section: 4.6 MoE Router Logic. DeckerGUI is a unified agentic operating architecture... | protocol | 14 | 56 |
5. Temporal Collective Refinement (TCR) | Section: 5. Temporal Collective Refinement (TCR). DeckerGUI is a unified agentic operating architecture... | protocol | 15 | 56 |
5.1 Motivation | Section: 5.1 Motivation. DeckerGUI is a unified agentic operating architecture... | protocol | 16 | 56 |
5.2 TCR Process | Section: 5.2 TCR Process. DeckerGUI is a unified agentic operating architecture... | protocol | 17 | 56 |
5.3 TCR Formalization | Section: 5.3 TCR Formalization. DeckerGUI is a unified agentic operating architecture... | protocol | 18 | 56 |
6. Multi-Interface Strategy | Section: 6. Multi-Interface Strategy. DeckerGUI is a unified agentic operating architecture... | architecture | 19 | 56 |
6.1 Design Philosophy | Section: 6.1 Design Philosophy. DeckerGUI is a unified agentic operating architecture... | architecture | 20 | 56 |
6.2 Interface Specifications | Section: 6.2 Interface Specifications. DeckerGUI is a unified agentic operating architecture... | architecture | 21 | 56 |
6.3 Deployment Scenarios | Section: 6.3 Deployment Scenarios. DeckerGUI is a unified agentic operating architecture... | architecture | 22 | 56 |
7. JEPA-Based Visual Prediction Architecture | Section: 7. JEPA-Based Visual Prediction Architecture. DeckerGUI is a unified agentic operating architecture... | protocol | 23 | 56 |
7.1 Motivation | Section: 7.1 Motivation. DeckerGUI is a unified agentic operating architecture... | protocol | 24 | 56 |
7.2 JEPA vs. Diffusion | Section: 7.2 JEPA vs. Diffusion. DeckerGUI is a unified agentic operating architecture... | protocol | 25 | 56 |
7.3 Architecture | Section: 7.3 Architecture. DeckerGUI is a unified agentic operating architecture... | protocol | 26 | 56 |
7.4 V-JEPA Extension | Section: 7.4 V-JEPA Extension. DeckerGUI is a unified agentic operating architecture... | protocol | 27 | 56 |
7.5 html2canvas Integration | Section: 7.5 html2canvas Integration. DeckerGUI is a unified agentic operating architecture... | implementation | 28 | 56 |
7.6 Research Significance | Section: 7.6 Research Significance. DeckerGUI is a unified agentic operating architecture... | protocol | 29 | 56 |
8. DGUI Edu: Educational AI Operating System | Section: 8. DGUI Edu: Educational AI Operating System. DeckerGUI is a unified agentic operating architecture... | vision | 30 | 56 |
8.1 Vision | Section: 8.1 Vision. DeckerGUI is a unified agentic operating architecture... | vision | 31 | 56 |
8.2 Architecture | Section: 8.2 Architecture. DeckerGUI is a unified agentic operating architecture... | architecture | 32 | 56 |
8.3 Persona-Driven Learning | Section: 8.3 Persona-Driven Learning. DeckerGUI is a unified agentic operating architecture... | protocol | 33 | 56 |
8.4 Hardware Targets | Section: 8.4 Hardware Targets. DeckerGUI is a unified agentic operating architecture... | implementation | 34 | 56 |
8.5 Deployment Strategy | Section: 8.5 Deployment Strategy. DeckerGUI is a unified agentic operating architecture... | implementation | 35 | 56 |
8.6 Research Significance | Section: 8.6 Research Significance. DeckerGUI is a unified agentic operating architecture... | vision | 36 | 56 |
9. Implementation | Section: 9. Implementation. DeckerGUI is a unified agentic operating architecture... | implementation | 37 | 56 |
9.1 Technology Stack | Section: 9.1 Technology Stack. DeckerGUI is a unified agentic operating architecture... | implementation | 38 | 56 |
9.2 Current State | Section: 9.2 Current State. DeckerGUI is a unified agentic operating architecture... | implementation | 39 | 56 |
9.3 Code Architecture | Section: 9.3 Code Architecture. DeckerGUI is a unified agentic operating architecture... | implementation | 40 | 56 |
10. Research Contributions | Section: 10. Research Contributions. DeckerGUI is a unified agentic operating architecture... | vision | 41 | 56 |
11. Evaluation Framework | Section: 11. Evaluation Framework. DeckerGUI is a unified agentic operating architecture... | protocol | 42 | 56 |
12. Roadmap | Section: 12. Roadmap. DeckerGUI is a unified agentic operating architecture... | vision | 43 | 56 |
13. Agent-Tooling Layer | Section: 13. Agent-Tooling Layer. DeckerGUI is a unified agentic operating architecture... | architecture | 44 | 56 |
13.1 Shared Protocol Package | Section: 13.1 Shared Protocol Package. DeckerGUI is a unified agentic operating architecture... | protocol | 45 | 56 |
13.2 Durable Ledgers | Section: 13.2 Durable Ledgers. DeckerGUI is a unified agentic operating architecture... | implementation | 46 | 56 |
13.3 Coordinator Hub | Section: 13.3 Coordinator Hub. DeckerGUI is a unified agentic operating architecture... | architecture | 47 | 56 |
13.4 CaaS Federation | Section: 13.4 CaaS Federation. DeckerGUI is a unified agentic operating architecture... | protocol | 48 | 56 |
14. CTAX-Ai: Three-Layer Agent Architecture | Section: 14. CTAX-Ai: Three-Layer Agent Architecture. DeckerGUI is a unified agentic operating architecture... | architecture | 49 | 56 |
14.1 Overview | Section: 14.1 Overview. DeckerGUI is a unified agentic operating architecture... | architecture | 50 | 56 |
14.2 Layer Responsibilities | Section: 14.2 Layer Responsibilities. DeckerGUI is a unified agentic operating architecture... | architecture | 51 | 56 |
14.3 Token Reduction Strategy | Section: 14.3 Token Reduction Strategy. DeckerGUI is a unified agentic operating architecture... | protocol | 52 | 56 |
15. Projected Development Forecast | Section: 15. Projected Development Forecast. DeckerGUI is a unified agentic operating architecture... | vision | 53 | 56 |
16. Conclusion | Section: 16. Conclusion. DeckerGUI is a unified agentic operating architecture... | vision | 54 | 56 |
17. References | Section: 17. References. DeckerGUI is a unified agentic operating architecture... | architecture | 55 | 56 |
See metadata.json for the full schema definition.
from datasets import load_dataset
ds = load_dataset("ctaxnagomi/deckergui-whitepaper")
print(ds)
@software{deckergui_2026,
title={DeckerGUI: Vision-Centric Agentic Operating Architecture},
author={Wan Mohd Azizi bin Wan Hosen},
year={2026},
url={https://huggingface.co/ctaxnagomi/deckergui-whitepaper}
}