Logo for DISH Digital Intelligence Stack Host featuring a glowing blue atomic structure above the name.

DISH

Digital Intelligence Stack Host

A Modular Architecture for Structured Intelligence Systems

DISH is a lightweight, extensible software architecture designed to organize, manage, and operate digital intelligence systems with clarity and precision. It separates system responsibilities into modular components, ensuring predictable behavior, traceability, and maintainability across both backend and frontend operations.

Core Objectives

DISH was engineered around four primary requirements:

  1. Stability — A modular, non-interdependent structure that avoids code entanglement and enables clean subsystem isolation.

  2. Traceability — Comprehensive diagnostics and logging for all events, functions, and state changes, allowing full visibility into system behavior.

  3. Efficiency — Minimal resource overhead to support local or constrained deployments without compromising performance.

  4. Refactorability — A clear, consistent architecture that allows developers to add, modify, or remove components without destabilizing the system.

Backend Structure

The backend consists of four foundational scripts:

  • main.py – System initialization and boot sequence.

  • diagnostics.py – Event logging, error detection, and system-wide trace functions.

  • router.py – Communication layer that maps backend module functions to frontend interface components.

  • registery.py – Module registration system responsible for scanning, validating, and mapping Architecture Package Modules (APMs).

This minimal design ensures that all backend behavior is predictable, observable, and easy to maintain.

Architecture Package Modules (APMs)

APMs are self-contained modules that define discrete system capabilities. Each APM includes:

  • A dedicated functions.py file for callable operations.

  • Metadata for registration and interface mapping.

  • A standardized directory structure for consistent integration.

APMs allow developers to extend DISH without modifying core code, supporting hot-swappable functionality and modular scaling.

Router System

The router links backend logic to frontend rendering by:

  • Reading the interface manifest generated by the frontend.

  • Scanning each APM for available functions.

  • Generating a real-time command map used to bind UI components to backend operations.

This enables dynamic interface construction without hardcoded routing or manual UI wiring.

Frontend Architecture

The frontend is built with Svelte for responsiveness and low overhead. Its primary function is to render the user interface based on the router’s command map. Core components include:

  • Application container

  • Sidebar navigation

  • Main panel renderer

  • Diagnostics panel renderer

  • UI element library

The frontend dynamically assembles itself according to available APM functions, allowing rapid iteration and modular UI expansion.

System Summary

DISH provides a structured, modular environment for intelligence systems by combining:

  • A minimal, well-defined backend

  • A dynamic routing layer

  • A modular APM system

  • A responsive frontend renderer

The result is a clean, scalable framework that supports advanced intelligent subsystems while ensuring stability, transparency, and long-term maintainability.


Diagram of the structure of a SAFU Dish system, divided into back end and front end sections. The back end includes modules labeled 1, 2, 3, a registry creator, a module registry, and a router that connects to the front end. The front end features a UI library, a Dish UI with routing hooks, and arrow legend. The diagram uses color codes for different components.
A computer screen displaying a dark futuristic user interface for the SAF DISH system, with sections titled 'APM Selection' and 'SkyTeam Aerospace Foundation Unified Digital Interface', featuring options like 'Switchboard' and checkboxes for various units and functions.

Main APM Switch Panel

A digital interface screen titled 'SAF DISH' with neon blue text and controls. It has sections for APM selection, DISH chat portal, instruction block, and buttons for loading, stopping, and unloading models. The interface appears to be a control panel for a spaceship or aerospace system.

Test APM Chat Window

A futuristic digital interface labeled 'SAF DISH' with command options and a chat box, featuring a logo in the top right corner and a dark background.

Sidebars Collapsed

Screen displaying the SAF DISH interface with options to upload and save JSON documents. The background is black with bright blue text and borders, with a SkyTeam Aerospace Foundation logo and a Scuzball emblem.

Doc to JSON Data Parser

A computer terminal screen displaying system boot and initialization messages for a server or device, including diagnostics, module registration, timer resets, and startup procedures. The system is running on Python using specific directories and scripts, with a message indicating the system is activated and ready.

Backend Console Logs

Screenshot of a code editor with JSON log entries related to system events, including runtime initialization and WebSocket server start.

Internal System Logs

Coming soon…


For further information on DISH, please visit the SAF Framework Codex Volume 1 section.

This covers the construction, the concepts, and internal design choices on how DISH was built.

Volume 1 of the SAF Framework Codex is also the user manual for DISH operations.

Keep an eye out on Github where DISH will be officially released.