Vision / The Framework

    AI Sovereignty Framework. Three pillars. One learner at the center.

    The conceptual framework underlying the spec. HumaneFrame is not a single product — it is a coordinated set of capabilities (an academy, a personal AI workspace, and a community architecture) designed so that no part extracts from the people it serves. For the implementation details, see the Architecture Spec.

    I

    Pillar I · The Academy

    Sovereign AI Academy & Research Collab

    Situated, competency-based upskilling for individuals, community implementers, and the sovereign-AI curious.

    Implementers' Pathway (DSH-01 → DSH-05)
    Domain Specialist Library
    AI literacy for the public
    Open research on local, low-church AI
    Explore
    II

    Pillar II · Saki (Murasaki)

    Personal, Sovereign AI-Powered Workspace

    An agentic tutoring & upskilling engine. A 24/7 Socratic coach grounded in Diné philosophy. Your data. Your record. Your pace.

    Persona — Profile, Goals, PCR
    Hyperagent swarm — KSA diff & upskilling
    Workspace — Project Planner, Writing Studio
    Explore
    III

    Pillar III · Implementation Partner

    Community Sovereign AI Architecture

    Reference architecture, code, and partnership for tribes and institutions deploying their own sovereign AI infrastructure.

    Human Infrastructure — Weaver Protocol
    Sovereign Intelligence — Local LLMs, Bellman equation
    Physical Infrastructure — DGX Spark, chapter mesh
    Explore

    Roadmap

    The sovereignty arc.

    Phase 01

    Pilot

    Cloud-gateway Saki + Aspire Ability marketplace

    Prove the thesis. Real Navajo learners. Real jobs. Real verified competencies. Cloud-hosted intelligence with sovereign data ownership at the edge.

    Phase 02

    Lab

    Locally-tuned LLM at Diné College / NTU

    Move the model. Domain-specialized LoRAs trained on Nation-authored corpora. DGX Spark deployment. Bellman-equation routing for community-aware decisioning.

    Phase 03

    Mesh

    Chapter House mesh — sovereign by infrastructure

    Move the infrastructure. Local compute at Chapter Houses. Offline-first. Federated. The Nation operates its own AI without dependency on any external provider.

    From concept to spec

    For the implementation spec, see Architecture.

    This page is the conceptual framework. The Sovereign AI Architecture Spec is the citable, openly-licensed (CC BY-SA 4.0) technical reference — five planes, five layers, hyperagents, equations, and PCR.

    Open Architecture Spec