Resources
Videos, documentation, and learning materials for MyOrb.ai
Overview
Videos
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