Version: 2.0
Last Updated: December 2025
Owner: Ariana Abramson (Ari), Founder & CEO
This repository contains the complete architecture, technical specifications, and visual documentation for:
- OAI³ Framework - Organizational Ambient Integrated Intelligence (the paradigm)
- CosentriQ Platform - The first OAI³ implementation (the product)
- MIA - Multifactorial Intelligence Alignment (the orchestration layer)
- CAGAs - Context-Aware Growth Agents (the intelligence engines)
- CLAGAs - Cognitive Load Aware Growth Agents (the adaptive delivery system)
If you're NEW to OAI³:
- Start with
06_CosentriQ_Platform_Architecture.md- Understand the product and value proposition - Then review
04_OAI3_Implementation_Stack.md- Learn the 5-layer framework - Finally explore specific diagrams as needed
If you're TECHNICAL:
- Start with
01_MIA_Orchestration_Flow.md- Orchestration details - Review
05_Complete_System_Integration.md- How everything connects - Dive into individual CAGA/CLAGA diagrams for specifics
If you're RESEARCHING (Grants, Academic):
- Start with
02_CAGA_Network_Architecture.md- Novel contribution #1 - Then
03_CLAGA_Adaptation_Flow.md- Novel contribution #2 - Use
04_OAI3_Implementation_Stack.mdfor framework foundation
/
├── README.md (this file)
│
├── CosentriQ_Platform_Architecture.md # Complete product specification
├── MIA_Orchestration_Flow.md # MIA implementation guide
│
└── Architecture Diagrams (Mermaid):
├── 01_MIA_Orchestration_Flow.md
├── 02_CAGA_Network_Architecture.md
├── 03_CLAGA_Adaptation_Flow.md
├── 04_OAI3_Implementation_Stack.md
├── 05_Complete_System_Integration.md
└── 06_CosentriQ_Platform_Architecture.md
What it shows: How MIA coordinates CAGAs and CLAGAs to deliver intelligence
Key concepts:
- User query → MIA → CAGA activation
- Parallel intelligence generation
- Cognitive load assessment
- Response synthesis and formatting
- Continuous learning loop
Best for:
- Understanding system flow
- Explaining how intelligence is generated
- Technical presentations
Diagram complexity: Medium
Reading time: 15-20 minutes
What it shows: The 7 specialized reasoning agents that analyze organizational context
Key concepts:
- 7 domain-specific CAGAs (Alignment, Human Capacity, Technical, Privacy, Risk, Financial, Opportunity)
- How each CAGA analyzes different dimensions
- Multi-dimensional intelligence synthesis
- Cross-CAGA conflict resolution
Best for:
- Research proposals (novel contribution #1)
- Grant applications (IP differentiation)
- Understanding why recommendations are multi-dimensional
Diagram complexity: High
Reading time: 25-30 minutes
What it shows: How CLAGAs detect cognitive load and adapt delivery in real-time
Key concepts:
- Cognitive load detection mechanisms
- Three load states (Low, High, Critical)
- Adaptive content formatting
- Personalization over time
- Research basis (novel contribution #2)
Best for:
- Research proposals (novel contribution #2)
- Grant applications (human-centered AI)
- UX design discussions
- Differentiating from generic AI
Diagram complexity: High
Reading time: 25-30 minutes
What it shows: The 5-layer framework that structures organizational intelligence
Key concepts:
- Layer 1: Systems & Workflow Coherence
- Layer 2: Decision Architecture
- Layer 3: Infrastructure Readiness
- Layer 4: Intelligence Integration Logic
- Layer 5: Evolutionary Capacity
- Maturity model (Level 0-5)
- Why this prevents AI adoption failures
Best for:
- Framework explanations
- Category definition
- Consulting methodology
- Grant applications (theoretical foundation)
Diagram complexity: Medium
Reading time: 30-35 minutes
What it shows: How all components (MIA, CAGAs, CLAGAs, OAI³ layers) work together
Key concepts:
- End-to-end system flow
- Data flows between components
- Integration points
- Example scenarios (simple, complex, emergency)
- Technical architecture notes
Best for:
- System-level understanding
- Engineering architecture reviews
- Explaining the "whole system"
- Technical due diligence
Diagram complexity: Very High
Reading time: 35-40 minutes
What it shows: How OAI³ framework is implemented as CosentriQ product
Key concepts:
- Product tiers (Foundation, Plus, Enterprise)
- Module-by-module breakdown
- Pricing and packaging
- Customer journey
- Business model
Best for:
- Product positioning
- Go-to-market planning
- Investor presentations
- Pricing discussions
Diagram complexity: Medium
Reading time: 30-35 minutes
OAI³ (Organizational Ambient Integrated Intelligence)
The framework that recognizes organizations as intelligent systems and provides infrastructure for coherent AI adoption.
CosentriQ
The first platform built on OAI³ principles, delivering organizational intelligence to non-technical SMEs.
MIA (Multifactorial Intelligence Alignment)
The orchestration layer that coordinates CAGAs and CLAGAs to deliver context-aware intelligence.
CAGAs (Context-Aware Growth Agents)
Seven specialized reasoning engines that analyze organizational context across different domains (Alignment, Human Capacity, Technical, Privacy, Risk, Financial, Opportunity).
CLAGAs (Cognitive Load Aware Growth Agents)
Adaptive agents that detect human cognitive state in real-time and adjust information delivery to prevent overwhelm.
5 Layers of OAI³
- Systems & Workflow Coherence
- Decision Architecture
- Infrastructure Readiness
- Intelligence Integration Logic
- Evolutionary Capacity
Organizational Intelligence Maturity Levels
- Level 0: Fragmented
- Level 1: Mapped (Layer 1 complete)
- Level 2: Clarified (Layer 2 complete)
- Level 3: Ready (Layer 3 complete)
- Level 4: Integrated (Layer 4 complete)
- Level 5: Adaptive (Layer 5 complete)
Version 2.0 (December 2025)
- Complete OAI³ framework documentation
- 6 comprehensive Mermaid diagrams
- CosentriQ platform specification
- MIA technical specification
- This README
Version 1.0 (December 2025)
- Initial framework concepts
- Early prototypes
- Proof of concept work
For Questions About:
- Framework (OAI³): Refer to
04_OAI3_Implementation_Stack.md - Specific Components: Refer to individual diagram files
Contributor: Ariana Abramson (Ari)
Company: CosentriQ
Framework: OAI³ (Organizational Ambient Integrated Intelligence)
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
TL;DR: You can read, learn from, and cite this work. You cannot use it commercially without permission.
Copyright © 2025 Ariana Abramson. All rights reserved.
This documentation represents the complete intellectual architecture for OAI³ and CosentriQ as of December 2025.
Last Updated: December 27, 2025
Document Version: 2.0
Repository Status: Complete and Ready for Use