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