Resources

Videos, documentation, and learning materials for MyOrb.ai

Videos

World Meet Orbs

Introduction to the Orb ecosystem and vision

So What Is an Orb?

Explaining the concept and capabilities of AI Orbs

Charles Orb Demo

Live demonstration of Charles Orb in action (Oct 2025)

Research Papers

Instruments of Self-Awareness for Knowledge-Augmented AI Agents

A Framework for Autonomous Evolution — Malinchak & Vachon, 2026

PREPRINT

Constitutional Aspirations: From Constraint to Compass in AI Agent Governance

Aspiration-driven governance, four-layer architecture, Friction Tax Model — Malinchak & Vachon, 2026

RESEARCH PAPER

Documentation

Vault Orb: User Workflow & First Session Guide

Architecture, first session walkthrough, and the self-healing loop — Malinchak & Vachon, 2026

DOCUMENTATION