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GOE — Global Ontology Engine

India's Sovereign AI-Powered Strategic Intelligence Graph

Made in India TypeScript License

A real-time strategic intelligence dashboard built for India — mapping national assets, defence capabilities, economic drivers, and diplomatic influence across a unified knowledge graph.

What is GOE?

GOE (Global Ontology Engine) is a sovereign AI intelligence platform that classifies, connects, and visualizes India's strategic landscape in real time. It organizes national intelligence into 6 strategic domains and renders them as an interactive knowledge graph with live data feeds.

This is not a news aggregator. GOE is a strategic intelligence ontology — a structured, interconnected knowledge system that maps how India's national interests, assets, and capabilities relate to each other.

6 Strategic Domains

Domain Focus Color
Geopolitics Diplomacy, QUAD, BRICS+, UNSC reform, IMEC corridor #a855f7
Economics $5T economy drive, PLI schemes, Startup India, Make in India #f97316
Defence BrahMos, Tejas MK2, INS Vikrant, Agni-V ICBM, nuclear triad #ef4444
Technology Semiconductor fabs, Digital Public Infra, UPI, Aadhaar #3b82f6
Climate Solar Mission, Green Hydrogen, EV revolution, Ethanol blending #22c55e
Society NEP 2020, IIT system, Skill India, AIIMS network #eab308

System Architecture

graph TB
    subgraph GOE["GOE -- Global Ontology Engine"]
        direction TB
        
        subgraph UI["Frontend Layer"]
            PL["panel-layout.ts<br/>Dashboard Orchestrator"]
            KG["GoeKnowledgeGraph.ts<br/>Cytoscape Force-Graph"]
            DF["GoeDomainFeed.ts<br/>Live Intel Feed"]
            CSS["goe-layout.css<br/>GOE Theme & Layout"]
        end

        subgraph Services["Services Layer"]
            GDELT["gdelt-intel.ts"]
            CII["country-instability.ts"]
            RSS["rss.ts"]
            RC["runtime-config.ts"]
        end

        subgraph Config["Configuration Layer"]
            VC["variant.ts<br/>Variant Router"]
            VM["variant-meta.ts<br/>GOE Metadata & SEO"]
            GC["goe.ts<br/>Panels & Map Layers"]
        end

        subgraph Backend["Backend Layer"]
            GW["gateway.ts<br/>Sebuf RPC Gateway"]
            RT["router.ts<br/>Domain Router"]
            MW["middleware.ts<br/>Edge Middleware"]
        end

        subgraph Handlers["Server Handlers"]
            INTEL["intelligence/v1<br/>AI Briefs, Risk Scores"]
            ECON["economic/v1<br/>FRED Indicators"]
            CONF["conflict/v1<br/>ACLED/GDELT Events"]
            NEWS["news/v1<br/>RSS Aggregation"]
            NAT["natural/v1<br/>Disasters & Seismology"]
        end

        subgraph Domains["6 Strategic Domains"]
            GEO["Geopolitics"]
            ECO["Economics"]
            DEF["Defence"]
            TECH["Technology"]
            CLI["Climate"]
            SOC["Society"]
        end
    end

    VC -->|selects| GC
    GC -->|configures| PL
    PL -->|renders| KG
    PL -->|renders| DF
    CSS -->|styles| PL
    VM -->|metadata| PL
    
    PL -->|fetches via| Services
    Services -->|RPC calls| Backend
    MW -->|routes| GW
    GW -->|dispatches| RT
    RT -->|delegates| Handlers

    KG -->|visualizes| Domains
    DF -->|classifies into| Domains

    style GOE fill:#050c14,stroke:#00d4aa,stroke-width:2px,color:#fff
    style UI fill:#0a1628,stroke:#00d4aa,color:#fff
    style Services fill:#0a1628,stroke:#06b6d4,color:#fff
    style Config fill:#0a1628,stroke:#3b82f6,color:#fff
    style Backend fill:#0a1628,stroke:#f97316,color:#fff
    style Handlers fill:#0a1628,stroke:#ef4444,color:#fff
    style Domains fill:#0a1628,stroke:#a855f7,color:#fff
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Knowledge Graph Ontology

The GOE Knowledge Graph is a force-directed graph (powered by Cytoscape.js with fCose layout) that maps India's strategic assets hierarchically:

graph TD
    INDIA["BHARAT<br/><i>Core Node</i>"]

    INDIA --> DPI["DIGITAL PUBLIC INFRA"]
    INDIA --> DEF["SELF-RELIANT DEFENCE"]
    INDIA --> SEMI["SEMICONDUCTOR HUB"]
    INDIA --> ECON["$5T ECONOMY DRIVE"]
    INDIA --> SPACE["SPACE POWER"]
    INDIA --> DIPLO["GLOBAL LEADERSHIP"]
    INDIA --> GREEN["GREEN TRANSITION"]
    INDIA --> TALENT["HUMAN CAPITAL"]

    DPI --> UPI["UPI Global"]
    DPI --> ONDC["OCEN / ONDC"]
    DPI --> AADHAAR["Aadhaar 1.4B"]
    DPI --> DIGI["DigiLocker"]

    DEF --> BRAHMOS["BrahMos"]
    DEF --> VIKRANT["INS Vikrant"]
    DEF --> TEJAS["Tejas MK2"]
    DEF --> AGNI["Agni-V ICBM"]
    DEF --> ARIHANT["INS Arihant"]

    SEMI --> TATA["TATA-PSMC Fab"]
    SEMI --> MICRON["Micron Gujarat"]
    SEMI --> CG["CG Power Fab"]

    ECON --> PLI["PLI Schemes"]
    ECON --> GATI["Gati Shakti"]
    ECON --> STARTUP["Startup India"]
    ECON --> MAKE["Make in India"]

    SPACE --> CHANDRA["Chandrayaan 4"]
    SPACE --> GAGAN["Gaganyaan"]
    SPACE --> ADITYA["Aditya-L1"]
    SPACE --> INSPACE["IN-SPACe"]

    DIPLO --> QUAD["QUAD Alliance"]
    DIPLO --> IMEC["IMEC Corridor"]
    DIPLO --> G20["G20 Presidency"]
    DIPLO --> BRICS["BRICS+ Voice"]

    GREEN --> SOLAR["Solar Mission"]
    GREEN --> H2["Green Hydrogen"]
    GREEN --> EV["EV Revolution"]

    TALENT --> NEP["NEP 2020"]
    TALENT --> IIT["IIT System"]
    TALENT --> SKILL["Skill India"]

    %% Cross-domain synergies
    UPI -.->|formalization| ECON
    SEMI -.->|critical tech| DEF
    DPI -.->|fin inclusion| ECON
    STARTUP -.->|deep tech| INSPACE
    IIT -.->|chip design| SEMI

    style INDIA fill:#00d4aa,stroke:#fff,color:#050c14,stroke-width:3px
    style DPI fill:#3b82f6,stroke:#fff,color:#fff
    style DEF fill:#ef4444,stroke:#fff,color:#fff
    style SEMI fill:#3b82f6,stroke:#fff,color:#fff
    style ECON fill:#f97316,stroke:#fff,color:#fff
    style SPACE fill:#06b6d4,stroke:#fff,color:#fff
    style DIPLO fill:#a855f7,stroke:#fff,color:#fff
    style GREEN fill:#10b981,stroke:#fff,color:#fff
    style TALENT fill:#eab308,stroke:#fff,color:#050c14
Loading

Graph Metrics

Metric Value
Total Nodes 40+
Total Edges 55+
Strategic Domains 8
Cross-Domain Synergy Links 12
Node Tiers Core → Domain → Leaf

Dashboard Views

GOE provides two primary views accessible via a tab bar:

stateDiagram-v2
    [*] --> KnowledgeGraph : Default View
    KnowledgeGraph --> SituationMap : Tab Switch
    SituationMap --> KnowledgeGraph : Tab Switch

    state KnowledgeGraph {
        [*] --> CytoscapeGraph
        CytoscapeGraph --> LegendPanel
        CytoscapeGraph --> StatsPanel
        CytoscapeGraph --> NodeTooltip
        --
        [*] --> SideDrawer
        SideDrawer --> IntelFeed
        SideDrawer --> StrategicBrief
    }

    state SituationMap {
        [*] --> MapLibreGL
        MapLibreGL --> DeckGLOverlay
        MapLibreGL --> GlobeView3D
        --
        [*] --> IntelPanels
        IntelPanels --> GDELT
        IntelPanels --> Economic
        IntelPanels --> CII
    }
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Repository Structure

GOE/
├── README.md
├── server/
│   └── worldmonitor/
│       ├── intelligence/v1/
│       │   ├── search-gdelt-documents.ts    # GDELT event search & retrieval
│       │   ├── get-risk-scores.ts           # Country/region risk scoring engine
│       │   ├── get-country-intel-brief.ts   # AI-generated country intelligence briefs
│       │   ├── classify-event.ts            # Domain-based event classification
│       │   ├── deduct-situation.ts          # AI situation deduction engine
│       │   └── _shared.ts                   # Intelligence utilities
│       ├── economic/v1/
│       │   ├── get-fred-series.ts           # FRED economic indicator fetcher
│       │   ├── get-fred-series-batch.ts     # Batch FRED data retrieval
│       │   ├── get-macro-signals.ts         # Macro economic signal aggregator
│       │   └── _shared.ts                   # Economic utilities
│       ├── conflict/v1/
│       │   ├── list-acled-events.ts         # ACLED conflict event aggregation
│       │   ├── get-humanitarian-summary.ts  # Humanitarian crisis summaries
│       │   └── _shared.ts                   # Conflict utilities
│       ├── news/v1/
│       │   ├── list-feed-digest.ts          # RSS feed digest aggregation
│       │   ├── summarize-article.ts         # AI article summarization
│       │   ├── _classifier.ts              # News domain classifier
│       │   ├── _feeds.ts                   # Feed source definitions
│       │   └── _shared.ts                  # News utilities
│       ├── natural/v1/
│       │   └── list-natural-events.ts       # EONET natural disaster events
│       └── climate/v1/
│           └── list-climate-anomalies.ts    # Climate anomaly data
├── src/
│   ├── app/
│   │   └── panel-layout.ts                  # Dashboard orchestrator with GOE tab logic
│   ├── components/
│   │   ├── GoeDomainFeed.ts                 # 6-domain strategic intelligence feed
│   │   └── GoeKnowledgeGraph.ts             # Interactive knowledge graph (Cytoscape)
│   ├── config/
│   │   ├── variant.ts                       # Variant routing (GOE selection)
│   │   ├── variant-meta.ts                  # SEO metadata
│   │   └── variants/
│   │       └── goe.ts                       # GOE panels & map layer configuration
│   ├── services/
│   │   ├── gdelt-intel.ts                   # GDELT intelligence fetcher
│   │   ├── country-instability.ts           # Country instability index (CII)
│   │   ├── rss.ts                           # RSS feed parser
│   │   ├── runtime-config.ts               # Runtime configuration
│   │   ├── i18n.ts                          # Internationalization
│   │   ├── analytics.ts                     # Usage analytics
│   │   └── meta-tags.ts                     # SEO meta tag manager
│   └── styles/
│       └── goe-layout.css                   # GOE dark theme & layout

Technical Stack

Layer Technology Purpose
Graph Engine Cytoscape.js + fCose Force-directed knowledge graph layout
Map Engine MapLibre GL + deck.gl 2D/3D geospatial intelligence map
Globe View globe.gl (Three.js) 3D Earth visualization
Language TypeScript Type-safe source code
Build Vite Fast HMR development server
Framework Preact Lightweight UI rendering
Data Viz D3.js Charts, scales, and data transformations

Design Philosophy

  1. Sovereign by Design — No external dependencies for core intelligence logic
  2. India-First Ontology — Every node, edge, and domain is mapped to Indian strategic interests
  3. Real-Time Intelligence — Live feeds classified into 6 strategic domains
  4. Cross-Domain Synergies — Dashed edges show how India's strategic assets reinforce each other (e.g., IIT → Semiconductor, UPI → Economy)
  5. Dark Ops Aesthetic — Military-grade dark UI with teal (#00d4aa) accent system

Getting Started

This repository contains the GOE variant source code — the custom intelligence layer built on top of the world-monitor platform.

# Clone
git clone https://github.com/nahmahn/GOE.git

# The GOE variant is activated by setting the variant:
# localStorage.setItem('worldmonitor-variant', 'goe')
# or via environment variable:
# VITE_VARIANT=goe

License

AGPL-3.0 — See LICENSE for details.

Built for India's strategic intelligence future

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