🦋 A.B.E. — American Butterfly Effect

A constitutional integrity, recovery, and deployment framework
Local-first · deterministic · audit-ready · citizen-first

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🌍 What A.B.E. Is

A.B.E. (American Butterfly Effect) is a modular framework that:

• measures divergence,
• quantifies constrained value,
• models recovery pathways,
• maps deployment,
• and verifies stability using deterministic analysis.

The engine transforms complex structural systems into understandable and inspectable outputs.

Plain language:

What drifted?
What did it cost?
What can be recovered?
Where can recovery go?
Did deployment remain stable?

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🧠 Core Philosophy

A.B.E. is built on a simple principle:

Users should not need to become lawyers,
economists, auditors, or engineers
just to understand structural systems.

The framework exists to convert:

• complexity,
• fragmentation,
• and hidden structural drift

into:

• measurable signals,
• readable explanations,
• and audit-ready artifacts.

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⚙️ Core Engine Flow

Upload
→ Analyze
→ Quantify
→ Allocate
→ Deploy
→ Verify

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🧩 Full Pipeline

INTAKE
→ CAE
→ CDA
→ CDI
→ CIRI
→ CIBS
→ CII
→ INTEGRATION
→ MACRO
→ RT
→ CFF
→ CCRI
→ AFFE

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🧱 Module Overview

Module	Purpose
INTAKE	Document Intake + OCR Bridge
CAE	Constitutional Alignment Engine
CDA	Constitutional Divergence Analyzer
CDI	Constitutional Divergence Index
CIRI	Constitutional Integrity ROI Engine
CIBS	Constitutional Integrity Baseline Schema
CII	Constitutional Integrity Index
INTEGRATION	Audit & SHA-256 Integrity Layer
MACRO	Macroeconomic Cascade Model
RT	Rebuild Together Engine
CFF	Constitutional Funding Forensics
CCRI	Consumer Credit Risk Integrity
AFFE	Appropriation Fidelity & Funding Engine

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🔍 Plain-Language Meaning

Module	Plain Meaning
CDI	How far did the system drift?
CIRI	What is it worth to fix?
CIBS	Where does recovery capital go?
CII	Who benefits and how much?
MACRO	What is the broader ripple effect?
RT	How does recovery deploy?
CFF	Is funding aligned with its purpose?
CCRI	How does this affect participation and access?
AFFE	Did funding fidelity and deployment stability hold?

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🧭 Recommended User Flow

Most users should follow:

Start Here
→ Upload / Intake
→ Run Full Pipeline
→ Read Plain-Language Results
→ Download Audit JSON

Advanced module views remain available for:

• engineers,
• analysts,
• researchers,
• auditors,
• legal teams,
• and technical users.

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🔒 Privacy Model

A.B.E. is designed as a local-first system.

Core principles:

• no forced accounts,
• no required backend,
• no hidden uploads,
• no silent cloud processing,
• user-controlled exports,
• deterministic artifacts,
• audit-ready outputs.

Users maintain control over:

• uploaded documents,
• generated artifacts,
• exported JSON,
• and audit receipts.

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📦 Structured Outputs

A.B.E. can generate:

• JSON artifacts
• CSV exports
• audit receipts
• SHA-256 verification hashes
• funding normalization artifacts
• deployment models
• macro projections
• stability outputs
• plain-language findings

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🔬 Engine Purpose

A.B.E. helps users:

• inspect systems,
• understand structural drift,
• model constrained participation,
• quantify recoverable value,
• map deployment pathways,
• and evaluate stability conditions.

The framework is modular and can support:

• governance analysis,
• funding analysis,
• economic modeling,
• infrastructure planning,
• deployment analysis,
• institutional review,
• participation analysis,
• and broader structural systems research.

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🧠 Citizen-First Design

The engine is intentionally designed so users can:

upload once
→ run automatically
→ read understandable findings
→ export structured artifacts

without needing to manually operate every module.

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🛡️ Auditability

A.B.E. supports:

• deterministic execution,
• reproducible outputs,
• structured artifacts,
• and SHA-256 integrity verification.

The Integration layer helps preserve:

• chain-of-custody,
• artifact integrity,
• and export consistency.

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🌐 System Architecture

The repository is organized into modular engine layers:

/intake
/cae
/cda
/cdi
/ciri
/cibs
/cii
/integration
/macro
/rt
/cff
/ccri
/affe
/system
/learn
/doctrine
/law

Each module can run independently while also supporting full-pipeline orchestration.

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🦋 Final Principle

A.B.E. exists to transform:

complex structural systems
→ understandable deterministic analysis

through:

• measurable signals,
• transparent logic,
• structured outputs,
• and audit-ready workflows.

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📚 License

Licensed under CC BY-NC 4.0
Integrity only — never for sale.

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📖 Citation

Shouse, T. American Butterfly Effect (ABE). Zenodo.
DOI: 10.5281/zenodo.17586107

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🚀 Quick Start

git clone https://github.com/Terra610/abe---flag.git
cd abe---flag

Open:

index.html

Then follow:

Start Here
→ Intake
→ Run Full Pipeline