Resources
Videos, documentation, and learning materials for MyOrb.ai
Overview
AI Provides the Compute. Orbs Provide the Content.
Why general-purpose AI still forgets you — and how personality-based sovereign entities preserve identity and wisdom — Malinchak, 2026
EDITORIALInside the Orb Architecture
MCP + agent, aspirations, ledger, self-learning, and runtime — Malinchak & Vachon, 2026
OVERVIEWThe Orb Lexicon
The canonical vocabulary for the Vault-race architecture — dotHelix, Flux, Positron Interflux, and more
LEXICONVideos
Research Papers
Instruments of Self-Awareness for Knowledge-Augmented AI Agents
A Framework for Autonomous Evolution — Malinchak & Vachon, 2026
PREPRINTConstitutional Aspirations: From Constraint to Compass in AI Agent Governance
Aspiration-driven governance, four-layer architecture, Friction Tax Model — Malinchak & Vachon, 2026
RESEARCH PAPERThe Sovereign Noosphere: Collective Intelligence at Planetary Scale without Erasure of Individual Identity
The Borg Problem, Continuous Paradigm Collapse, Empathy Matrix — Malinchak & Vachon, 2026
PREPRINT