Unified Ecosystem Model
The complete property graph combining economic flows, technical loops, and cybernetic governance gates (VSM Systems 1–5).
Architecture Diagram
Active Elements in this Lens
| Element | Cluster | Operational Role & Properties |
|---|---|---|
| Market Surveillance Authorities EU AI Office, FTC, DPAs, Courts N_REGULATOR | 0. Jurisdictional & Regulatory Sphere | cardinality: 10^1 Jurisdictional Bodies enforcement_powers: Fines up to 7% global turnover, stop orders vsm_tier: System 5 (External Statutory Meta-System) nist_function: GOVERN |
| Conformity Body & ISO Auditor Notified Bodies, ISO/IEC 42001 Certifiers N_AUDITOR | 0. Jurisdictional & Regulatory Sphere | cardinality: 10^2 Accredited Audit Entities role: CE conformity assessments & continuous surveillance vsm_tier: System 3* (Sporadic External Audit) nist_function: MEASURE |
| AI Risk Underwriter & Insurer Algorithmic Liability & Cyber Risk Carrier N_INSURER | 0. Jurisdictional & Regulatory Sphere | cardinality: 10^2 Global Underwriters underwriting_gate: Requires verifiable audit trail & human oversight vsm_tier: System 3 (Economic Viability Gate) nist_function: MANAGE |
| Training Supply Chain Data Curators, Annotators, Mega-Compute Hubs N_TRAIN | 1. Upstream Foundation & Model Lab | cardinality: Top 5-10 Global Mega-Campuses compute_profile: Concentrated 50k-100k+ GPU clusters; GW-scale power cost_type: Fixed / Heavy CapEx ($600B Infrastructure Question) ip_risk: Copyright infringement / scraping litigation vsm_tier: System 1 (Upstream Production) nist_function: MAP |
| Frontier Foundation Model Globally Replicated Weights & Inference Fleets N_FRONTIER | 1. Upstream Foundation & Model Lab | cardinality: Top 5-10 Labs; Replicated across 10^3 Regional Clusters compute_profile: High memory-bandwidth inference clusters; low latency sovereignty_gap: Physical data residency does not equal jurisdictional independence eu_ai_act_role: Provider_GPAI pricing_model: Wholesale Per-Token Usage liability_posture: Disclaimed via ToS ('AS-IS') vsm_tier: System 4 (Probabilistic Intelligence Engine) nist_function: MEASURE |
| Platform Absorption Zone Native Tools, Prompt Cache, Hosted State N_ABSORBED | 1. Upstream Foundation & Model Lab | cardinality: Top 3-5 Cloud Ecosystems market_effect: Feature commoditization of wrapper ISVs (a16z Stack) vsm_tier: System 4 (Environmental Encroachment) |
| Specialized AI Application Vertical Solutions (Legal, Medical, Finance, Ops) N_ISV_PRODUCT | 2. Specialized Product & Harness Domain (ISV / Custom Runtime) | cardinality: 10^4 - 10^5 Vertical SaaS Products eu_ai_act_role: Provider_System pricing_model: Per-Seat SaaS / Value-Added Outcome Fee margin_exposure: Squeezed between token costs & platform absorption vsm_tier: System 4 (Operational Domain Intelligence) nist_function: MAP |
| Agent Governance Harness Deterministic Policy Engine & Guardrails N_HARNESS | 2. Specialized Product & Harness Domain (ISV / Custom Runtime) | cardinality: 10^7 - 10^9 Ephemeral Agent Invocations compute_profile: Lightweight CPU / Orchestration Logic iso_42001_role: AIMS Technical Control Implementation duty_of_care: Caps blast radius, halts unsafe prompts/actions coala_role: Action Execution Engine & Procedural Memory Guard anthropic_pattern: Decoupled Orchestrator-Worker & Gate vsm_tier: System 3 (Internal Operational Control & Stability) nist_function: MANAGE |
| Sovereign Audit Ledger Tamper-Evident WORM State & Forensic Store N_AUDIT_STORE | 2. Specialized Product & Harness Domain (ISV / Custom Runtime) | cardinality: 10^4 Enterprise Sovereign Ledgers compliance: Art. 12 Mandatory Logging / Rebuttal of Fault sovereignty: Client / Enterprise Owned evidentiary_role: Black-Box Flight Recorder for Liability Disputes vsm_tier: System 3* (Internal Audit Channel) nist_function: MEASURE |
| Observability & Evals Engine Continuous Evaluation, Traces & Cost Telemetry N_OBSERVE | 2. Specialized Product & Harness Domain (ISV / Custom Runtime) | cardinality: 10^4 Monitoring Pipelines capabilities: LLM-as-a-judge, OTEL tracing, token telemetry vsm_tier: System 3 (Performance Monitoring & Homeostasis) nist_function: MEASURE |
| Enterprise Deployer Legal Principal & Economic Sponsor N_ENTERPRISE | 3. Enterprise Deployer & Principal Domain | cardinality: 10^5 Commercial Deployers Globally eu_ai_act_role: Deployer liability_posture: Holds Vicarious & Strict Legal Liability roi_hurdle: High CapEx Recovery Pressure (Sequoia Act Two) vsm_tier: System 5 (Corporate Policy & Ultimate Governance) nist_function: GOVERN |
| Enterprise Identity & Auth (IdP) OAuth, OIDC, Workload IAM & Ephemeral Tokens N_IDP | 3. Enterprise Deployer & Principal Domain | cardinality: 10^5 Enterprise Directories security_role: Issues scoped actor delegations to agents (A2E) vsm_tier: System 2 (Security Coordination) nist_function: MANAGE |
| Enterprise Semantic Knowledge Base Proprietary Vector DBs, Documents & Embeddings N_KNOWLEDGE_STORE | 3. Enterprise Deployer & Principal Domain | cardinality: 10^5 Private Knowledge Bases coala_memory_type: Semantic Memory (Factual & Document Knowledge) sovereignty: Enterprise Controlled / Private Boundary vsm_tier: System 1 (Knowledge Asset) nist_function: MAP |
| Human Task Delegator & Overseer End User / Mandatory HITL Supervisor N_HUMAN_USER | 3. Enterprise Deployer & Principal Domain | cardinality: 10^8 End Users & Operators control_mode: Prompting, Art. 14 Human Oversight, Override vsm_tier: System 5 (Human Intent & Final Agency) nist_function: GOVERN |
| Capability & Tool Gateway Decoupled Tool Broker & Context Provider (MCP) N_TOOL_GATEWAY | 4. Target Execution Environment & Blast Radius | cardinality: 10^4 - 10^5 Gateway Servers protocol_standards: Model Context Protocol (MCP), OpenAPI, GraphQL (A2T) security_role: Tool discovery, sandbox isolation, scope negotiation vsm_tier: System 2 (Coordination & Oscillation Damping) nist_function: MANAGE |
| Target Systems & Operational APIs Databases, Production ERP, Financial Rails N_TARGET_SYS | 4. Target Execution Environment & Blast Radius | cardinality: 10^6 Production Systems Globally risk_zone: Direct Causation Blast Radius vsm_tier: System 1 (Real-World Actuation & Operations) nist_function: MANAGE |
| Impacted Third Party Consumers, Employees, Citizens N_AFFECTED_PARTY | 4. Target Execution Environment & Blast Radius | cardinality: Billions of Impacted Individuals eu_ai_act_role: Affected_Subject legal_standing: Private Right of Action, Tort Plaintiff, Data Subject vsm_tier: External Environment (Ultimate Impact Receptor) |
Active Relationships & Protocols
| Source | Relationship / Protocol | Target | Type |
|---|---|---|---|
| Enterprise Deployer | $$$ SaaS Subscription / Outcome Fee | Specialized AI Application | money |
| Specialized AI Application | $$ Wholesale Token Consumption Cost | Frontier Foundation Model | money |
| Frontier Foundation Model | $ Compute CapEx & Annotation | Training Supply Chain | money |
| Platform Absorption Zone | Platform Commoditization Pressure (a16z Stack) | Specialized AI Application | tension |
| AI Risk Underwriter & Insurer | $ Policy Premiums & Underwriting | Enterprise Deployer | money |
| Observability & Evals Engine | Real-time Cost & Token Telemetry | Enterprise Deployer | flow |
| Market Surveillance Authorities | Statutory Compliance & Fines (Art. 71) | Enterprise Deployer | authority |
| Market Surveillance Authorities | GPAI Codes of Practice & Transparency (Art. 53) | Frontier Foundation Model | authority |
| Conformity Body & ISO Auditor | Conformity Audits (ISO 42001 / High Risk) | Enterprise Deployer | authority |
| Frontier Foundation Model | Disclaims Liability (ToS 'AS-IS' / Ada Lovelace Gap) | Enterprise Deployer | disclaim |
| Enterprise Deployer | Vicarious Liability for Agent Harm (Respondeat Superior) | Impacted Third Party | tension |
| Impacted Third Party | Complaints & Redress Demands | Market Surveillance Authorities | flow |
| Enterprise Deployer | Delegates Authority & Safety Boundaries (VSM 5 to 3) | Agent Governance Harness | authority |
| Human Task Delegator & Overseer | Art. 14 Human Oversight & Stop Button | Agent Governance Harness | authority |
| Agent Governance Harness | Cryptographic Tamper-Proof Audit Trail (Art. 12) | Sovereign Audit Ledger | governance_control |
| Sovereign Audit Ledger | Forensic Evidence for Compliance Verification | Conformity Body & ISO Auditor | flow |
| Agent Governance Harness | Enforces Least-Privilege Scopes (VSM 3 to 2) | Capability & Tool Gateway | governance_control |
| Target Systems & Operational APIs | Direct Impact & Real-World Blast Radius | Impacted Third Party | tension |
| Human Task Delegator & Overseer | Prompt Intent & Working Context | Specialized AI Application | flow |
| Enterprise Identity & Auth (IdP) | A2E Workload Identity Delegation (OAuth/OIDC) | Agent Governance Harness | protocol |
| Specialized AI Application | Initiates Autonomous Loop | Agent Governance Harness | flow |
| Agent Governance Harness | MIP Inference API (Tokens & Directives) | Frontier Foundation Model | protocol |
| Agent Governance Harness | RAG Semantic Retrieval & Working Context (CoALA) | Enterprise Semantic Knowledge Base | flow |
| Agent Governance Harness | A2A Multi-Agent Delegation & Peer Protocol | Agent Governance Harness | protocol |
| Agent Governance Harness | Traces & LLM Evaluation Metrics | Observability & Evals Engine | flow |
| Agent Governance Harness | A2T Tool Calling & Context Protocol (MCP / OpenAPI) | Capability & Tool Gateway | protocol |
| Capability & Tool Gateway | Authenticated Operations Execution (VSM System 1) | Target Systems & Operational APIs | flow |