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RABS Master Manual Scaffold

Architecture & Operational Intelligence Manual

Master Document Scaffold (v0.2)


0. Front Matter

0.1 Title Page

0.2 Birth Certificate of Reginald Atticus Benedict Singleton III

0.3 How to Read This Manual

0.4 About Disability South West (DSW)

0.5 Purpose of RABS

0.6 Glossary of Core Terms

0.7 Four Primitives Ontology

- Templates

- Instances

- Sources

- Intents

0.8 Workshed / Loom / Ribbon Map

0.9 Versioning & Edition History

1. System Overview & Philosophy

1A. Philosophy

1A.1 The Human Problem RABS Solves

1A.2 Why Existing Solutions Failed

1A.3 Why a POC Was Necessary

1A.4 Evolution of the Architecture

1A.5 The Nature of Operational Truth

1A.6 Time as a First-Class Citizen

1A.7 Principles of Intent-Driven Systems

1A.8 What Makes RABS Unique

1A.9 Guiding Principles

1B. Intended Design

1B.1 System-Wide Requirements

1B.2 Architectural Goals

1B.3 Module Interaction Overview

1B.4 Data & Compliance Requirements

1C. What It Became (Technical Reality)

1C.1 Real Architecture Diagram

1C.2 Logical/Physical Components

1C.3 Technology Stack

1C.4 Cross-System Data Flows

1D. User Manual

1D.1 System Overview for Operators

1D.2 How Modules Fit Together

1D.3 Where the Intelligence Comes From

2. Brainframe (Cognitive Layer)

2A. Philosophy

2A.1 Why Cognition Is Required

2A.2 What an LLLM Cannot Do Alone

2A.3 Role of Memory and Context

2A.4 Importance of Safety & Grounding

2B. Intended Design

2B.1 Prime Directives

2B.2 Private Journal

2B.3 Context Buckets

2B.4 Reason Tags

2B.5 Relevance Engine

2B.6 Prompt Assembly Engine

2B.7 Central LLM Gateway

2B.8 Cognitive Loop Workflow

2C. What It Became (Technical Reality)

2C.1 Full Cognitive Architecture

2C.2 Event Logs

2C.3 Memory Embedding

2C.4 Context Selection Algorithms

2C.5 Prompt Tiers

2C.6 Error/Fallback Models

2C.7 Observed Behaviour

2D. User Manual

2D.1 How Reggie Thinks

2D.2 How Staff Send Tasks

2D.3 How Reggie Interprets Action

2D.4 Understanding Reggie's Outputs

2D.5 Troubleshooting

3. Operational Intelligence Layer (Workshed, Loom, Ribbon)

3A. Philosophy

3A.1 Why Operational Truth Needs Structure

3A.2 Persistent vs. Dated Intent

3A.3 Metaphors: Wall, Calendar, Filing Cabinet

3A.4 The Loom & Ribbon

3A.5 Why It Solves Auditing

3A.6 Why It Enables AI Reasoning

3B. Intended Design

3B.1 The Four Primitives

3B.2 Template Engine

3B.3 Intent Engine

3B.4 Instance Generation

3B.5 Loom Window

3B.6 Constraint Policies

3B.7 Ribbon Truth

3B.8 Required Use Cases

3C. What It Became (Technical Reality)

3C.1 Data Schemas

3C.2 Intent Pipeline

3C.3 Loom Engine Logic

3C.4 Rethreading

3C.5 Constraint Validators

3C.6 Conflict Resolution

3C.7 Frozen Instance Commit

3C.8 History Reconstruction

3D. User Manual

3D.1 Managing Programs (Templates)

3D.2 Updating the Calendar (Intents)

3D.3 Viewing Active Weeks

3D.4 Reviewing History

3D.5 Billing & Attendance Integration

4. DataHub (Boards, Workflow, Tasks)

4A. Philosophy

4B. Intended Design

4C. Technical Reality

4D. User Manual

5. Communications Layer (Email, SMS, Voice, Chat)

5A. Philosophy

5B. Intended Design

5C. Technical Reality

5D. User Manual

6. HR Systems

6A. Philosophy

6B. Intended Design

6C. Technical Reality

6D. User Manual

7. Settings Registry & Governance

7A. Philosophy

7B. Intended Design

7C. Technical Reality

7D. User Manual

8. Development & Deployment

8A. Philosophy

8B. Intended Design

8C. Technical Reality

8D. Deployment/User Manual

9. Backup & Disaster Recovery

9A. Philosophy

9B. Intended Design

9C. Technical Reality

9D. User Manual

10. Appendices (Lore Section)

10.1 POC Archaeology

10.2 Late-Night Breakthroughs

10.3 Emergencies & Failures

10.4 The Discovery of the Loom

10.5 Recovery of the Lost Docs

10.6 Metaphysics of the Workshed

10.7 The First Braided Ribbon

10.8 Full Birth Certificate Text

10.9 Notes for Future AI Historians

10.10 Developer Jokes, Swearing & Chaos

10.11 Changing the Universe with Context Buckets

10.12 Reginald's First Words