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The CoReason AI Swarm Ecosystem Integration Wrapper and Execution Plane

Project description

🌐 coreason-ecosystem

The Enterprise Control Plane & Macro-Orchestrator for the CoReason Swarm

PyPI - Version CI PyPI - Python Version Downloads License: Prosperity 3.0 SOTA: 2026
Code Coverage Checked with mypy Code style: ruff pre-commit Security: Bandit
uv Forks Powered By: AI

In Cognitive Systems Engineering, autonomous Swarms require absolute mathematical and physical boundaries. coreason-ecosystem is the Autonomous Nervous System (Governance Layer) of the Tripartite Cybernetic Manifold.

While the Swarm reasons internally, this package operates strictly on the exterior. It provides the declarative tools to deploy, distribute, document, and monitor the Swarm at an enterprise scale.


🏛️ The Tripartite Cybernetic Manifold (OEP)

To understand this package, you must understand its place in the CoReason architecture:

  1. [ Ontology ] coreason-manifest: The Epistemic Boundary (JSON Schemas & AST).
  2. [ Execution ] coreason-runtime: The Thermodynamic Engine (Extism WASM Sandbox).
  3. [ Projection ] coreason-vscode: The Sensory Markov Blanket (Visual IDE).
  4. 👉 [ Governance ] coreason-ecosystem: The Macro-Orchestrator (This Repository).

⚙️ The Four Pillars of Orchestration

This CLI is divided into four strictly isolated cybernetic modules:

I. The Infrastructure Bootstrapper (deploy)

Declarative management of the Swarm's physical infrastructure. Automatically provisions Temporal clusters, Redis pub/sub brokers, and scales coreason-runtime replicas across virtualized topologies. Enforces Cryptographic Environment Sealing to prevent daemons from booting with mismatched ontologies.

II. The Epistemic Supply Chain (registry)

Treats WebAssembly (.wasm) capabilities as untrusted physical matter until mathematically verified. Handles compilation, extracts AST memory bounds, signs binaries with SHA-256 hashes, and distributes them to the runtime daemons.

III. Zero-Waste Documentation (docs)

Human-written documentation is an epistemic hallucination. This module dynamically parses coreason_ontology.schema.json and WASM registry manifests to compile live, mathematically accurate Enterprise Developer Portals (MkDocs-Material).

IV. Fleet Telemetry Aggregation (monitor)

Provides macro-observability. Taps into the aggregated Server-Sent Events (SSE) mesh to generate real-time terminal dashboards. Visualizes global Swarm entropy (latency and memory footprints) and suspended Oracle workflows.


🚀 Quickstart

coreason-ecosystem is built on modern Python 3.14+ and utilizes uv for hyper-fast dependency resolution.

# Clone the repository
git clone [https://github.com/CoReason-AI/coreason-ecosystem.git](https://github.com/CoReason-AI/coreason-ecosystem.git)
cd coreason-ecosystem

# Sync dependencies and build the virtual environment
uv sync

# Verify the Typer CLI router
uv run coreason-ecosystem --help

💻 CLI Topography

The human Topologist interfaces with the Swarm via the following command tree:

Pillar I: Infrastructure

uv run coreason-ecosystem deploy up --env production
uv run coreason-ecosystem deploy status
uv run coreason-ecosystem deploy halt

Pillar II: Registry

uv run coreason-ecosystem registry build ./capabilities/search_v2
uv run coreason-ecosystem registry push mcp_search_v2.wasm

Pillar III: Documentation

uv run coreason-ecosystem docs build --strict
uv run coreason-ecosystem docs serve

Pillar IV: Telemetry

uv run coreason-ecosystem monitor dashboard
uv run coreason-ecosystem monitor trace <workflow-id>

🛑 Agentic Directives

If you are an AI reasoning agent operating within this repository, you must immediately read and internalize AGENTS.md.

The Principle of Non-Interference: You are operating in the Macro-Orchestration boundary. You are strictly forbidden from modifying Pydantic models (coreason-manifest) or workflow execution logic (coreason-runtime). Your domain is Docker, Typer CLI routing, SSE aggregation, and MkDocs static generation.


⚖️ License

Copyright (c) 2026 CoReason, Inc.

This software is proprietary and dual-licensed. Licensed under the Prosperity Public License 3.0 (the "License"). A copy of the license is available at https://prosperitylicense.com/versions/3.0.0.

Commercial use beyond a 30-day trial requires a separate commercial license. For details, see the LICENSE file.

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