TIL Architecture V2

A continuously-learning territorial world model that bridges AI systems with the physical world.

Deep dive for investors →

Introduction

Terra Intelligence Lab (TIL) introduces a missing layer of the AI ecosystem: a continuously-learning territorial world model that bridges AI systems with the physical world.

TIL is built as a full-stack intelligence engine. We are not building yet another analytics product. We are building an infrastructure layer that other AI systems can stand on.

TIL is not a dashboard or analytic tool. It is AI-native infrastructure for territorial understanding — the intelligence layer for global resort economies.

Layer 1 — World Model Engine

Digital Territorial Twin

Multimodal Model

Combining geospatial, social, demand, real estate, legal, developer, and infrastructure signals. Every territory becomes a structured, queryable digital representation.

GRID Index

Dynamic scoring of micro-locations showing demand, competitive pressure, appreciation momentum, and risk accumulation. The GRID Index transforms raw territorial data into actionable intelligence.

Layer 2 — Prediction & Simulation

TIL simulates territorial futures: prices, rental absorption, developer cycles, regulatory scenarios, risk-adjusted ROI, and stress tests.

The model provides forward-looking intelligence, not just historical analysis. It predicts how territories will evolve, where demand will shift, and where risk will accumulate.

Layer 3 — Agentic Execution Loop

TIL predicts → the Fund executes → real outcomes return → TIL learns. A real-world RL loop impossible for competitors to copy.

1

TIL Predicts

World model generates signals

2

Fund Executes

Real market actions

3

Outcomes Return

Structured feedback data

4

TIL Learns

Model strengthens

Creates a proprietary, self-improving intelligence moat.

Layer 4 — Monetization

1. API / SaaS

For AI agents & brokers. Embed TIL via API as a trusted territorial world-model — to power autonomous analysis, recommendations, underwriting or advisory workflows.

2. Developer Portal

Developer Intelligence Portal with certification and GRID scoring. Understand how the territory around your projects evolves, how demand shifts, and how your positioning compares inside the GRID Index.

3. WEGC Fund

Alpha Engine — the Fund acts as TIL's first execution layer. Use TIL signals to screen territories, rank projects, and build AI-native investment strategies on top of a real-world model.

Roadmap

Phase 1

Phuket — Model Birth

Initial territory model training and validation. Phuket is a closed, highly dynamic system that can be fully digitized, learned and replicated to similar markets.

Phase 2

Bali — Model Expansion

Replicate and adapt the model to new territory. Validate scalability and transfer learning capabilities.

Phase 3

Dubai — Model Maturity

Advanced model with proven scalability. Multi-territory intelligence network begins to emerge.

Phase 4

Global Territory Intelligence Network

Multi-territory world-model intelligence network. The intelligence layer for global resort economies.

Positioning Statement

TIL is not a dashboard or analytic tool.

It is AI-native infrastructure for territorial understanding — the intelligence layer for global resort economies.

Contact

For inquiries about TIL Architecture V2, partnerships, or investment opportunities:

post@wegc.fund