Sovereign Systems Specification

Open architecture specification for provenance-aware AI systems and institutional memory.

View the Project on GitHub kenwalger/sovereign-system-spec

Sovereign SDK

The Sovereign SDK is the primary implementation ecosystem of the Sovereign Systems Specification.

Its purpose is to transform observations into trustworthy, governable, and auditable memory.

Rather than serving as a general-purpose AI framework, the Sovereign SDK focuses on provenance, accountability, governance, and long-term custody throughout the information lifecycle.

What Problems Does The SDK Solve?

The Sovereign SDK helps developers build systems that require:

The Information Lifecycle

The Sovereign SDK is organized around a simple progression:

flowchart TD

    PG["Point of Genesis"]

    C["Capture"]
    CL["Classification"]
    O["Optimization"]

    EV["Evidence"]
    G["Governance"]

    M["Memory"]
    R["Reasoning"]

    S["sensor"]
    E["edge"]
    SV["sieve"]
    L["ledger"]
    A["airlock"]
    V["vault"]
    APP["applications"]

    PG --> C
    C --> CL
    CL --> O
    O --> EV
    EV --> G
    G --> M
    M --> R

    C -.-> S
    CL -.-> E
    O -.-> SV
    EV -.-> L
    G -.-> A
    M -.-> V
    R -.-> APP

    style PG fill:#f5f5f5,stroke:#333,stroke-width:2px,color:#111

    %% Phase 1: Local Context & Speed Optimization
    style C fill:#378ADD,stroke:#1e60a1,stroke-width:2px,color:#fff
    style CL fill:#378ADD,stroke:#1e60a1,stroke-width:2px,color:#fff
    style O fill:#378ADD,stroke:#1e60a1,stroke-width:2px,color:#fff
    style S fill:#378ADD,stroke:#1e60a1,stroke-width:2px,color:#fff
    style E fill:#378ADD,stroke:#1e60a1,stroke-width:2px,color:#fff
    style SV fill:#378ADD,stroke:#1e60a1,stroke-width:2px,color:#fff

    %% Phase 2: Context Engineering & Deterministic Ingestion
    style EV fill:#1D9E75,stroke:#11644a,stroke-width:2px,color:#fff
    style G fill:#1D9E75,stroke:#11644a,stroke-width:2px,color:#fff
    style L fill:#1D9E75,stroke:#11644a,stroke-width:2px,color:#fff
    style A fill:#1D9E75,stroke:#11644a,stroke-width:2px,color:#fff

    %% Phase 3: Connected Orchestration & Legacy Run-Loops
    style M fill:#BA7517,stroke:#834f0c,stroke-width:2px,color:#fff
    style R fill:#BA7517,stroke:#834f0c,stroke-width:2px,color:#fff
    style V fill:#BA7517,stroke:#834f0c,stroke-width:2px,color:#fff
    style APP fill:#BA7517,stroke:#834f0c,stroke-width:2px,color:#fff

Color Legend

Each SDK package is responsible for a specific boundary within that lifecycle.

This separation of responsibilities helps preserve provenance, reduce architectural drift, and maintain explainability throughout the system.

Ecosystem Components

Layer Package Status Purpose
Capture sovereign-sdk-sensor Active Capture observations at the Point of Genesis
Classification sovereign-sdk-edge Active Route, classify, and preserve locality
Optimization sovereign-sdk-sieve Active Reduce Prose Tax while preserving meaning
Evidence sovereign-sdk-ledger Active Generate immutable Forensic Receipts
Governance sovereign-sdk-airlock Active Govern outbound boundary crossings
Memory sovereign-sdk-vault Planned Long-term memory custody and retention

Architectural Principles

The SDK is guided by several core principles.

Information Without Provenance Is Just Gossip

Every significant system output should be traceable to its origin.

Trust requires evidence.

Memory Begins Before Retrieval

Trustworthy memory is established during ingestion, not during retrieval.

By the time a question is asked, provenance should already exist.

Deterministic Before Probabilistic

Validation, governance, classification, and evidence generation should be deterministic whenever possible.

Language models may augment reasoning but should not replace system controls.

Local First

The SDK is designed around local-first execution, explicit boundaries, and user-controlled custody.

Cloud services may be integrated when required but are not assumed.

Reference Implementations

The Sovereign SDK is demonstrated through a growing collection of reference implementations.

Sovereign Memory Demo

The flagship reference implementation of the Sovereign Systems Specification.

Demonstrates:

View Demo:

Sovereign Memory Demo

Repository:

Related Concepts

Repository

GitHub Repository:

https://github.com/kenwalger/sovereign-sdk

Looking Ahead

The long-term vision of the Sovereign SDK is not simply to provide reusable software packages.

The goal is to establish a practical implementation framework for trustworthy institutional memory, provenance-aware reasoning, and accountable AI systems.

The SDK exists to turn the principles of the Sovereign Systems Specification into working software.