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Component
(C9)
↓ DATA & INTENT
PROCESS FLOW
Component
(C11)
↑ LEARNING & OUTPUT
PROCESS FLOW
ANASSA Output & Intelligence Delivery Layer
Component (C10)
Trusted Geospatial Intelligence
Auditable Reasoning Chains
Transparent Decision Systems
Hallucination-Validated Outputs
↓ Certifies C5, C7, C8 outputs
↑ Validated outputs to C10 for certification  |  ↓ C10 certifies C5, C7, C8 outputs
Governance Layer
Component (C7)
Framework-Wide Overlay
G1Business & Problem Governance
G2Data Governance & Sovereignty
G3AI Model & Hallucination Mgmt
G4Human-in-the-Loop Enforcement
G5Trust & Auditability
G6Ethical AI & Responsible Use
G7Operationalization & Monitoring
→ Governs all other components
Geospatial Participants
Component (C1)
Individuals · Teams · Departments · Organizations · Communities
↓ Feeds C4 gateway & C5-S3 planning
Industry Sectors
Component (C2)
Earth + Space domains served by ANASSA. See LLA for full sector breakdown.
↓ Feeds C4 config & C5-S3 planning
Deployment Paths
Component (C3)
Enterprise · Cloud · Edge · SaaS · Desktop · Field Mobile
↑ Receives C5-S5 execution
Distributed Geospatial System-of-Systems
Component (C4)
Master Orchestrator (L0) + AI Infrastructure (L1–L4) · Earth + Space
L0
Orchestrator
Layer 0 · ANASSA Master Orchestrator
ANASSA Spatial Agentic AI Orchestrator
Master coordination layer (Execution Architect) for all agents, workflows, and inter-component connections. Decomposes participant intent → agent task graphs. Routes data, sequences workflows, enforces governance, synthesizes trusted intelligence at machine speed.
Task Graph Decomposition
Agent Sequencing
Workflow Monitoring
Governance Enforcement
Output Synthesis
↕ AI Infrastructure Layers L1–L4 ↕
L1
Multi-Model Language Gateway
LLM · VLM · NL Interface · Query Decomposition
L2
Specialized Geospatial AI Agents
Analysis · Cartography · Remote Sensing · Workflow Orchestration
L3
GIS Platform & Protocol Integration
MCP · A2A · Enterprise GIS Software · SDKs · APIs · Legacy Systems · IoT Connectors
L4
AI Infrastructure
Compute · Vector DBs · RAG · Model Hosting · Spatial Indexes
↓ Powers C5-S2 reasoning · ↕ Draws knowledge from C8
Geospatial AI Cognitive Loop · Continuous · Self-Improving
Component (C5)
S1
Sense & Acquire
S2
Reason & Understand
S3
Plan & Design
👤 HUMAN GATE
S4
Decide & Validate
👤 HUMAN GATE
S5
Execute & Deploy
S6
Learn & Adapt
↕ S6 Learning Agent feeds all components after each cycle
Multimodal Spatial Data
Component (C6)
Earth + Space + Real-Time
Unstructured
Tabular
LiDAR / Point Cloud
Terrain
Imagery
Raster
Voxels
Vector
3D
CAD / BIM
Real-Time (IoT)
Multidimensional Data
← Feeds C5-S1 sensing agent
↑ C8 knowledge & ground truth to C4, C5, C7  |  ↓ C6 data stored to C8
Trusted Authoritative Geospatial Data & Knowledge Foundation
Component (C8)
Ground truth · Single source of truth · 5 Foundation Agents
Authoritative Data Repos
Certified Earth & Space data in versioned repositories
Geospatial Knowledge Base
Knowledge graphs, domain ontologies, AI training data
Data Trust & Certification
Trust scores, provenance, hallucination ground truth
Distributed Infrastructure
Cloud · On-Prem · Hybrid spatial indexing & HA
Data Security & Sovereignty
RBAC · Encryption · Jurisdictional compliance
↑ Feeds C4 AI infrastructure · C5-S4 ground truth · C7 trust references
C1 — Geospatial Participants
C2 — Industry Sectors
C3 — Deployment Paths
C4 — Distributed System-of-Systems
C5 — Geospatial AI Cognitive Loop
C6 — Multimodal Spatial Data
C7 — Governance & Guardrails (Framework-Wide Overlay)
C8 — Trusted Authoritative Foundation
C9 — Process Flow Connector (Left)
C10 — ANASSA Output Layer
C11 — Process Flow Connector (Right)
HITL Gate at Cognitive Loop S3 & S4