← Back to anassa.ai

ANASSA — Low Level Architecture

Component Breakdown · Agent Inventory · Data Flows · Connection Matrix

LLA · v1.0
Component
(C9)
↓ DATA & INTENT FLOW
PROCESS FLOW
Component
(C11)
↑ LEARNING & OUTPUT FLOW
PROCESS FLOW
Component (C10) — Output & Validation Layer
ANASSA Output Layer — Validated Spatial Knowledge, Governance & Trusted Intelligence
Trusted Geospatial Intelligence Systems
Auditable Geospatial Reasoning Chains
Transparent Geospatial Decision Systems
Hallucination-Validated & Confidence-Scored
← Receives from C5 · Governed by C7 · Validated by C8
↑ Validated Intelligence  |  ↓ Participant Intent & Industry Context
Components (C1, C2, C3) — Operational Participants, Sectors & Deployment
C1
Geospatial Participants
Individuals
Teams
Departments
Organizations
Communities
Participant Engagement Agent
Stakeholder onboarding across skill levels
Collaborative Workflow Agent
Multi-team task handoff & versioning
UX & Access Agent
Role-based interface & data exposure
Community Mapping Agent
Participatory & crowdsourced GIS
Multi-Stakeholder Coordination Agent
Competing priority alignment
→ C4 Multi-Model Gateway
→ C5 Step 3
C2
Industry Sectors
Earth Sectors
Architecture & Engineering
Healthcare & Public Health
Oil, Gas & Pipeline
Climate & Environment
Defense & National Security
Agriculture
Mining
National Government
State & Local Government
Public Safety
Transportation
Education
Natural Resources
Utilities
Real Estate
Insurance & Finance
Smart Cities
Space Sectors
Earth Observation
Satellite Communications
Orbital Operations
Satellite Fleet Management
Space Situational Awareness
Launch Services
Lunar Operations
Inter-satellite Links
Space Defense
Industry Requirements Agent
Sector-specific data standards validation
Regulatory & Compliance Agent
Spatial regulations & jurisdictional rules
Industry Workflow Automation Agent
Domain-specific process automation
Domain Knowledge & Insight Agent
Sector contextual geospatial intelligence
Sector Reporting & Comms Agent
Industry-formatted output & briefings
→ C4 Agent Config
→ C5 Step 3
C3
Deployment Infrastructure
Enterprise
SaaS/Cloud
Private/Hybrid
Mobile/Field
Solution Recommendation Agent
Optimal deployment path selection
Deployment Monitoring & Optimization
Performance, availability, accuracy tracking
Scalability & Performance Agent
Dynamic resource scaling on demand
Legacy Migration & Modernization
GIS transition preserving institutional data
← C5 Step 5 Executes Via
↓ Participant & Industry Context → Orchestrator & AI Stack
Component (C4) — Distributed Geospatial System-of-Systems · Layer 0 Master Orchestrator
ANASSA Spatial Agentic AI Orchestrator — Layer 0
Master coordinator (Execution Architect) for all agents, workflows, and data routing. Decomposes natural language spatial intent into agent task graphs. Sequences multi-agent execution, enforces governance, monitors quality, synthesizes trusted outputs. Runs at machine speed; Human-in-the-Loop enforced at S3 and S4.
Task Graph Decomposition
Agent Sequencing
Workflow Monitoring
Governance Enforcement
Output Synthesis
Hallucination Escalation
System-of-Systems AI Stack (C4 Layers 1–4)
L1
Multi-Model Language Gateway
LLMs
VLMs
NL Interface
Query Decomposition
Prompt Engineering
Response Synthesis
L2
Specialized Geo AI Agents
Spatial Analysis
Cartography
Remote Sensing
Workflow Orchestration
System Connectivity
L3
GIS Platform & Protocol Integration
MCP
A2A
Enterprise GIS Software
SDKs
REST APIs
IoT Connectors
Legacy Adapters
OGC Standards
L4
AI Infrastructure
GPU Compute
Vector DBs
RAG
Model Registry
Spatial Indexes
Cache Layer
Component (C6) — Multimodal Spatial Data Agent
Earth Data
Vector (Points/Lines/Polygons)
Raster & Grid
LiDAR & Point Cloud
Terrain & Elevation (DEM)
3D / Voxel / CAD / BIM
Imagery & Aerial Photo
Multidimensional (Cubes)
Space & Orbital
Satellite Orthorectified Imagery
SAR (All-weather)
Multispectral / Hyperspectral
Orbital Telemetry & TLE
InSAR (Ground Deformation)
Space Weather / Ionosphere
Planetary Surface Data
Real-Time Streams
IoT Sensor Networks
Live Traffic & Transport
GNSS / GPS Tracking
Crowdsourced / VGI
Drone / AV Telemetry
Emergency Incident Feeds
Industrial Sensor Networks
Data Ingestion Agent
Quality & Validation
ETL Agent
Stream Processing
Spatial Data Fusion
Metadata & Catalog
Classification & Labeling
Compression & Optimization
↓ Data → S1 · Reasoning ← C4 AI Stack · Context ← C1/C2 → S3
Component (C5) — Geospatial AI Cognitive Loop (Core Engine)
Geospatial AI Cognitive Loop — Continuous · Self-Improving · ANASSA-Orchestrated
STEP 1
Sense & Data Acquisition
Geospatial Sensing Agent
Receives prepared data from C6
Detects spatial events & triggers
Flood, deforestation, permit alerts
Reports status to ANASSA Orchestrator
STEP 2
Reason & Understand
Geospatial Reasoning Agent
Powered by C4 Multi-Model Gateway
Applies spatial intelligence to context
Selects models, tools & workflows
Outputs validated to Orchestrator
STEP 3
Plan & Design
Geospatial Planning Agent
Aligned with C1 participant needs
Aligned with C2 industry requirements
Generates workflows & solution strategies
MANDATORY HUMAN REVIEW
STEP 4
Decide & Validate
Decision + Hallucination Validation
Cross-validates all active agent outputs
Checks against C8 ground-truth data
Flags fabricated coords & false boundaries
MANDATORY HUMAN VALIDATION
STEP 5
Execute & Deploy
Geospatial Execution Agent
Deploys via C3 infrastructure paths
Publishes maps, dashboards & alerts
Triggers downstream automated workflows
ANASSA monitors execution quality
STEP 6
Learn & Adapt
Geospatial Learning Agent
Captures outcomes & user feedback
Feeds improvements → C1 C2 C4 C3 C6 C7 C8
Updates Orchestrator coordination rules
Every loop → faster, more accurate
Component (C7) — Governance & Guardrails (Framework-Wide Overlay)
Geospatial AI Framework Governance and Guardrails (C7) — Framework-Wide Overlay
G1
Business & Problem Governance
Problem Definition & Scope Agent
G2
Data Governance & Sovereignty
Data Governance Agent · Privacy & Lineage
G3
AI Model & Hallucination Mgmt
Agent Behavior Agent + Hallucination Detection & Prevention Agent
G4
Human-in-the-Loop Governance
Human Oversight & Validation Agent — S3 + S4
G5
Trust & Auditability
Trust & Auditability Agent · Confidence Scores
G6
Ethical AI & Responsible Use
Ethical AI & Compliance Agent · Bias Detection
G7
Operationalization & Monitoring
Operationalization Agent · Hallucination Rate Tracking
Component (C8) — Trusted Authoritative Data & Knowledge Foundation
Trusted Authoritative Geospatial Data & Knowledge Foundation — Ground Truth for All Hallucination Validation
Authoritative Data Repos
Data Repository Mgmt Agent
Versioned Earth + Space data
Temporal archives
Single source of truth
Distributed Infrastructure
Infrastructure Mgmt Agent
Cloud / On-Prem / Hybrid
HA + Disaster Recovery
Spatial Indexing & Query Opt.
Knowledge Base & AI Training
Knowledge Base Mgmt Agent
Knowledge graphs + ontologies
Agent training datasets
Hallucination ground truth
Data Trust & Certification
Data Trust & Certification Agent
Quantified trust scores
Provenance records
Output certification
Security & Sovereignty
Data Access & Security Agent
RBAC + Encryption
Jurisdictional data compliance
Cross-border transfer control
47-Agent Hierarchy
LEVEL 0
ANASSA Master Orchestrator
×1
Master coordinator of all agents, workflows & connections
LEVEL 1
Cognitive Loop Agents (C5)
×6
Sense · Reason · Plan · Decide · Execute · Learn
LEVEL 2
Domain Specialist Agents (C1–C6)
×27
Task-specific agents across operational components
LEVEL 3
Governance Agents (C7)
×8
Govern, audit, validate all agents & outputs
LEVEL 4
Foundation Agents (C8)
×5
Data, knowledge & infrastructure management
Full Connection Matrix — 20 Data Flows (C → C)
#
FROM
TO
NATURE OF CONNECTION
01
C1
C4
Participant intent enters via Multi-Model Language Gateway
02
C1
C5 S3
Participant needs & preferences inform Planning Agent
03
C1
C7
Participant data subject to privacy governance & access control
04
C2
C4
Industry requirements inform system design & agent configuration
05
C2
C5 S3
Industry context & regulations inform Planning Agent
06
C2
C7
Sector compliance rules enforced through governance layer
07
C4
C5 S2
ANASSA Orchestrator & AI layers power spatial reasoning step
08
C4
C8
Draws knowledge, training data & ground truth from Foundation
09
C3
C5 S5
Deployment paths receive & execute Cognitive Loop outputs
10
C3
C7
Deployment governance & compliance enforced
11
C3
C8
Deployed solutions draw authoritative data from Foundation
12
C6
C5 S1
Validated data delivered to Sensing Agent — primary feed
13
C6
C7
Data quality, privacy & provenance governed
14
C6
C8
All data types stored in & retrieved from authoritative Foundation
15
C5
ALL
Learning Agent distributes improvements to every component each cycle
16
C7
ALL
Governance overlay applies constraints & oversight to every operation
17
C8
C4
Knowledge base & training data feeds AI infrastructure
18
C8
C5 S4
Ground-truth reference enables hallucination validation
19
C8
C7
Authoritative source for all trust, certification & validation
20
C10
C5/C7/C8
Top validation layer certifies outputs from Cognitive Loop, Gov & Foundation
ANASSA — Figure 2. Low Level Architecture · Components C1–C11 (C9 & C11 are outer flow arrows) LOW LEVEL ARCHITECTURE · 47 Agents · 11 Components · 20 Connections · anassa.ai