← Appendices
reference
HAO Framework Terminology (Extended Glossary)
An authoritative reference for all core concepts, entities, and constructs in the Humanized Autonomous Organization model.
I. Structural Entities
| Term | Definition | Plain name |
|---|---|---|
| HAO (Humanized Autonomous Organization) | A socio-technical framework that centers human agency, polycentric governance, and ethical alignment while integrating AI, economic coordination, and trust systems. | the network’s coordinating framework |
| ICN (Integrated Cooperative Network) | A specific instantiation of the HAO model designed for trickle-up economics and distributed entrepreneurship via UMEs and SEPs. | the reference cooperative business network |
| MTU (Member Trust Union) | A cooperative financial infrastructure layer of the ICN, designed to reimagine banking around trust-centered services, decentralized credit, and financial sovereignty. | the network’s credit-union-like financial institution |
| UME (United Micro Enterprise) | The smallest operational unit in the HAO/ICN, typically a semi-autonomous, self-governing team or business with embedded ethical, financial, and governance protocols. | a small, self-managing venture team (≤ ~15 people) |
| SEP (Strategic Enterprise Partnership) | A time-bound or goal-specific alliance between two or more UMEs formed to pursue a shared opportunity, project, or market interface. | a joint venture between teams |
| MEE (Micro Enterprise Ecosystem) | The protected internal economy in which UMEs operate, distinct from (but connected to) external markets through defined interfaces. | the network’s protected internal economy |
II. Governance and Agreements
| Term | Definition | Plain name |
|---|---|---|
| AGF (Adaptive Governance Framework) | The multi-level, polycentric governance model in HAOs that enables distributed authority while maintaining value coherence. | the network’s layered governance system |
| DEA (Dynamic Enterprise Agreement) | A versioned, evolving governance charter that replaces fixed bylaws; it formalizes the rules, roles, and operational principles of a HAO or UME. | a versioned operating agreement replacing fixed bylaws |
| IR (Intentional Redundancy) | The design principle of overlapping roles, responsibilities, or systems to increase resilience and fault tolerance without sacrificing efficiency. | |
| EIA (Enterprise Integration Assessment) | A formalized process for evaluating whether and how external entities (individuals, UMEs, organizations) can be integrated into the ICN or HAO. | |
| VAM (Value Alignment Monitoring) | Systems or protocols designed to continuously track whether behaviors, outputs, and decisions align with the stated principles of the HAO/ICN. | ongoing checks that actions match stated principles |
| Governance Node | A locus of decision-making authority in a polycentric network, whether at the UME, regional, or network-wide level. | |
| Consent Governance | A decision-making model focused on resolving objections rather than achieving majority rule; often used for proposals and conflict mitigation. |
III. Financial Architecture
| Term | Definition | Plain name |
|---|---|---|
| Trickle-Up Economics | A financial design where capital flows from the coordinating entity (HAO) outward to the edge (UMEs) based on value-creation potential, with returns flowing back in diminishing proportions. | |
| Mutual Credit System | A network-internal financial mechanism in which credits are created at the moment of value creation and circulate without requiring fiat injection. | |
| Revenue Allocation Framework | A structured, milestone-based protocol defining how revenues are shared between UMEs, SEPs, and the HAO over time. | |
| SEP Revenue Contract | A dynamic revenue-sharing agreement specific to a SEP that defines contribution, risk, trust weight, and revenue distribution logic. | |
| Distributed Secure Credit | A decentralized form of credit issuance where trust, not collateral, underwrites lending, and risk is spread across the network. | |
| Resilience Reserve | A portion of revenue set aside by the HAO or UMEs to support recovery, failure mitigation, or reinvestment in emergent opportunities. | |
| Public Market Interface | A buffer mechanism (like Contribulo) that allows regulated interaction between the MEE and traditional financial markets, insulating UMEs from external volatility. | a buffer company between the network and outside investors |
IV. Trust, Identity, and Participation
| Term | Definition |
|---|---|
| Trust Graph | A weighted, dynamic graph structure representing the multi-dimensional trust relationships between agents (members, UMEs, SEPs) in the HAO. |
| Progressive Trust Verification | A non-binary, layered approach to trust wherein permissions, roles, and credit access grow as reputational signals accrue over time. |
| Self-Sovereign Identity (SSI) | A decentralized identity system where individuals control their credentials, proofs, and disclosures without reliance on central authorities. |
| ZKP (Zero-Knowledge Proof) | A cryptographic method allowing users to prove something (e.g., experience level) without revealing personal details, used in trust-preserving verifications. |
| Trust Horizon | The maximum range of transactional or governance influence an agent can have based on their trust profile and relationship map. |
| Reputation Inertia | The tendency of reputation systems to resist updates after infrequent or outdated participation; countered by time-decay mechanisms in HAOs. |
| Trust Decay Curve | A rate at which unused or unrefreshed trust scores lose weight, ensuring that reputation remains current and context-relevant. |
V. Technology and Intelligence Systems
| Term | Definition |
|---|---|
| CIN (Collaborative Intelligence Network) | A network layer of AI agents, data systems, and human feedback loops that augment decision-making, value monitoring, and governance workflows. |
| AI-Augmented Governance | The practice of using AI agents as advisors, validators, or summarizers within governance—without removing final human authority. |
| Ethical ML Pipeline | A monitored machine learning architecture in HAOs that is trained on value-aligned data and outputs interpretable decisions for human governance. |
| Collective Memory System | A structured digital memory of proposals, outcomes, and decisions that informs future deliberations and captures organizational evolution. |
| Deliberation Agent | An LLM or rules-based bot tasked with surfacing overlooked perspectives, summarizing positions, and reducing cognitive load in decision-making. |
| Dynamic Risk Model | A live-adjusting risk framework that recalibrates credit or governance exposure based on behavior, context, and network-wide metrics. |
VI. Lifecycle and Health Management
| Term | Definition |
|---|---|
| UME Lifecycle Management | A process framework for tracking and supporting a UME from inception to maturity, potential degradation, or exit. |
| Enterprise Degradation | The process by which a UME or SEP drifts from HAO-aligned principles due to cultural, financial, or operational misalignment. |
| Enterprise Collapse | A terminal state where a UME ceases operation due to internal failure, misalignment, or systemic risk exposure. |
| Antifragility Event | A network-level stressor that, rather than destroying the system, triggers learning, reconfiguration, and resilience strengthening. |
| Intentional Cannibalization | A design pattern where the HAO proactively dissolves or restructures outdated UMEs to seed new, better-aligned entities. |
| Health Signal Aggregator | A CIN node or tool that collects multi-modal data on cultural, financial, operational, and trust metrics to assess HAO health. |
VII. Meta-Frameworks and Principles
| Term | Definition |
|---|---|
| PARTS Model | The five-part foundational architecture of the HAO: Participatory Evolution Model (PEM), Adaptive Resilience Model (ARM), Resilience Operations Model (ROM), Transformative Infrastructure Model (TIM), and Systems Integration Model (SIM). |
| ETHICAL Framework | A values foundation for all HAO design: Empathy, Transparency, Harmony, Integrity, Collaboration, Accountability, Learning & Longevity. |
| HAO Ontology Layer | A shared semantic layer describing roles, relationships, functions, and transitions within the HAO system. |
| Participatory Evolution Model (PEM) | A model that emphasizes continuous refinement of governance through structured proposals, reflection, and consensus loops. |
| Resilience Operations Model (ROM) | A model for resource allocation and decision-making under uncertainty or constraint—favoring redundancy, adaptability, and fairness. |
| Systems Integration Model (SIM) | An architectural model that monitors and manages interfaces between the HAO and external systems (e.g., markets, governments, protocols). |
VIII. Common Failure Modes (and Mitigations)
| Term | Definition |
|---|---|
| Alignment Drift | A slow, unintentional shift away from founding principles; mitigated by VAM and CIN interventions. |
| Governance Capture | A scenario in which a powerful subset controls decision-making; addressed via trust decay, consent models, and rotating facilitation. |
| SEP Entropy | The disorganization or confusion that arises in multi-UME projects without clear agreements; solved through enforceable DEA branches and structured retrospectives. |
| Credit Inflation | A collapse in mutual credit value due to unchecked issuance or low circulation; mitigated with issuance limits, time-bound credits, or decay mechanisms. |
| Reputation Exploits | Gaming of the trust system by collusion or sybil-like tactics; requires graph analysis and anomaly detection tooling. |