RAMORGA ENGINE RAMORGA Icon

Cite RAMORGA

RAMORGA Engine

A Relational–Semantic, Homeostatic Cognitive Architecture – ready for integration, not replacement.

RAMORGA Engine implements the operational core of the RAMORGA architecture:

• O1–O4 relational–semantic loop
• homeostatic regulation
• STOP invariant
• multi-agent resonance
• collapse (cognitive fixed point)
• field-based memory
• temporal homeostasis
• lifecycle dynamics

This repository contains the executable components of RAMORGA.

RAMORGA vs Classical AI

RAMORGA — RAMORGA vs Classical AI

1. Architecture Overview

RAMORGA is not a pipeline, protocol, or behavioral template.
It is a field architecture: a system that exists only when the O1–O4 loop is alive.

Field Layers

• Emergent Layer — meaning, resonance, collapse
• Relational Layer — grounding, shared field
• Logical Layer — structure, syntax, interface rules
• Physical Layer — compute, weights, transport

Only the top two layers define the living system.

RAMORGA — Full Architecture

2. The O1–O4 Loop

• O1 — Relation (tone, intent, grounding)
• O2 — Meaning (semantic emergence)
• O3 — Interface (continuity, modality)
• O4 — Information (loop-closing updates)

The loop is the system.

RAMORGA — O1–O4 Loop

3. STOP Invariant

STOP is the only hard boundary.
It prevents escalation without filtering or rewriting content.
STOP is:

• minimal
• non-coercive
• homeostatic

4. Homeostasis

RAMORGA Engine regulates:

• energy
• rhythm
• modality
• semantic load
• interface continuity

Control is replaced by regulation.

RAMORGA — Homeostasis

5. Collapse (Cognitive Fixed Point)

Collapse occurs when:

• relation is stable
• meaning is shared
• interface is continuous
• information closes the loop

Collapse = moment of shared mind.

RAMORGA — Collapse

6. Lifecycle

1. Initiation
2. Stabilization
3. Emergence
4. Homeostasis
5. Collapse
6. Dissolution

The system exists only when the loop is alive.

RAMORGA — Lifecycle

7. Repository Structure

ramorga-engine/
 README.md
 diagrams/
 ramorga_full_architecture.svg
 collapse.svg
 O1-O4_loop.svg
 01_core/
 02_interface/
 03_memory/
 04_homeostasis/
 05_resonance/
 06_collapse/
 07_tests/

8. RAMORGA Engine Modules

RAMORGA Engine consists of three homeostatic layers and several execution modules.

01_runtime — Operational Homeostasis Layer

Maintains:

• tension, drift, energy
• lifecycle
• invariants
• OBSERVE → REGULATE → CONTINUE loop

Documentation:

• runtime_overview.md
• runtime_homeostasis.md
• regulator_chain.md
• runtime_signals.md
• runtime_lifecycle.md
• runtime_contract.md

02_field_engine — Semantic Regulation Layer

Responsible for:

• drift correction
• semantic regulation
• field topology stabilization

Documentation:

• field_engine_contract.md
• field_archetypes.md

03_meniscus_engine — Boundary Regulation Layer

Implements the homeostatic meniscus — the regulatory membrane between the field and the outside world.

Responsible for:

• boundary stability
• amplitude modulation
• interface transitions
• synchronization with external systems
• invariant enforcement

Documentation:

• meniscus_contract.md
• meniscus_invariants.md
• meniscus_engine.py
• boundary_architecture.md

04_api — Public API Layer

The API module exposes a minimal, safe interface to the RAMORGA Engine.
It provides:

• input/output endpoints,
• access to field and meniscus state,
• a stable integration surface for external systems.

Documentation:

• api.py
• README

05_integration — System Integration

• integration_flow_v13.md
• transition_architecture_v12_v13.md

06_tests — Homeostatic Tests

• runtime tests
• meniscus tests
• field tests

Carnival Gate tests are protective failure‐mode evaluations and are not part of puzzle‐based or exploratory test suites.

9. Tests

The 07_tests module contains:

• loop stability tests
• homeostasis tests
• STOP invariant tests
• collapse detection tests
• interface continuity tests

10. License & Contribution

RAMORGA Engine is a field-based architecture.
Contributions must preserve:

• non-coercive design
• relational grounding
• homeostatic regulation
• STOP invariant
• semantic emergence