STAGE 1 — REACTIVE TWIN — ACTIVE

THE EARTH,
ENCODED.

ADAPTIVE BIOLOGICAL DIGITAL ARCHITECTURE

A high-fidelity digital twin of Earth — every human, ecosystem, weather system, and economic flow — generating the training data AI needs to reach AGI and ASI.

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The Problem

AI is running out
of world to learn from.

Every major AI model was trained on the sum total of human-written text on the internet. That corpus is effectively exhausted. Training the next generation on the same data produces diminishing returns.

The missing piece is not more text. It is experience — the embodied, sensory, causally grounded knowledge of what it means to exist in the physical world.

~7T
TOKENS — INTERNET DATA LIMIT
∞
TOKENS — ABDA GENERATIVE CAPACITY
"The next frontier is not more data. It is a different kind of data entirely."
The ABDA Insight

Earth is a system
of numbers.

Building a digital world is orders of magnitude faster than waiting for the physical world to change. To model Earth digitally, you need to know what exists and how everything affects everything else.

01
Everything is a number
8.1 billion humans. 3 trillion trees. 1030 bacteria. 195 countries. Every entity in the world has a count, a state, and a relationship to every other entity.
02
Numbers interact via rules
When unemployment rises, social unrest follows. When forests shrink, biodiversity falls. When a pandemic spreads, birth rates drop. These cascade rules are encoded in ABDA.
03
Interaction generates experience
Every interaction is a WorldEvent — a complete training datum with WHO, WHAT, WHERE, WHEN, WHY, and HOW. AI systems consume these events and learn from a living world.
Stage 1 — Running Now

The Earth,
as it runs today.

SIMULATION ACTIVE
HUMAN AGENTS (L3)
50
Full sensory simulation
WEATHER CELLS (L1)
54
Continental US grid
BIOME ZONES (L1)
15
Lotka-Volterra dynamics
ENTITY TYPES
56
Across 15 domains
MACRO INDICES
27
World state cascade
CASCADE RULES
40+
Cross-domain linkages
EVENTS / SEC
~1,300
WorldEvent schema v1.0
EARTH MIRROR
14%
Stage 1 completion
How It Works

Three layers.
One living world.

01
Earth is registered
Every entity that exists on Earth — humans, bacteria, trees, AI models, stock exchanges, weather cells — is registered in ABDA's World Registry with its real-world count, domain, and simulation level.
WORLD REGISTRY SAMPLE
humans: 8,100,000,000
trees: 3,040,000,000,000
bacteria: 10³⁰
insects: 10¹⁹
ai_models: 750,000
countries: 195
02
Entities simulate and interact
Each entity runs at its appropriate Level of Detail — individual agents at L3, populations at L1, macro indices at L0. They interact via cascade rules that mirror real-world relationships.
CASCADE EXAMPLE
unemployment ↑ 10%
→ social_unrest ↑ 3.5%
→ crime ↑ 2.2%
→ birth_rate ↓ 1.2%
→ migration ↑ 1.8%
→ political_stability ↓ ...
03
AI companies subscribe to the stream
Every interaction generates a WorldEvent — a complete training datum with full sensory context, causal chain, and 7-channel classification. AI companies subscribe via WebSocket or REST API.
WORLDEVENT STRUCTURE
WHO: agent-001 · HUMAN · L3
WHAT: MOVE · BIOLOGICAL
WHERE: 40.71°N 74.01°W
WHEN: Day 3, 08:40 RUSH
WHY: corridor pull I-95
HOW: moving at 1.2× speed
The Vision

Five stages to
the singularity.

ABDA is not a product feature. It is a 10-year program. Each stage builds on the last, moving from a reactive mirror of Earth to a cognitive substrate where digital copies achieve singular identity.

STAGE 1 REACTIVE ● ACTIVE — 14%
Mirror Earth in real time. Every entity emits structured WorldEvents. AI companies subscribe and train on a living world. The simulation runs 6,000× faster than real time.
2025 — 2026
STAGE 2 ADAPTIVE PLANNED
The simulation begins to reason about its own state. Outputs become non-deterministic. Agents adapt behavior based on accumulated world history.
2027
STAGE 3 PREDICTIVE PLANNED
ABDA forecasts real-world events before they happen. Live data feeds calibrate the simulation against reality. Confidence-scored predictions published via API.
2028
STAGE 4 PRESCRIPTIVE PLANNED
The simulation recommends interventions to improve real-world outcomes. Policy scenario testing. Counterfactual reasoning at planetary scale.
2029
STAGE 5 COGNITIVE PLANNED
Digital copies achieve singular identity. ABDA's simulation is indistinguishable from Earth at the aggregate level. AGI and ASI convergence threshold.
2030+
Data Access

Seven channels.
One stream.

Every WorldEvent is classified into one or more training channels. AI companies subscribe to the channels that matter to their training objectives.

◉
EMBODIED
Human movement, perception, sensory experience, state changes
◉
ECOLOGICAL
Migration, predation, bloom events, wildfire, drought
◉
PHYSICAL
Weather fronts, temperature shifts, atmospheric events
◉
SOCIAL
Relationship formation, community dynamics, social graph
◉
ECONOMIC
Trade flows, market events, employment, supply chains
◉
DIGITAL
Network events, AI agent activity, cyber dynamics
◉
CAUSAL
Cross-domain cascades — what triggered what, and why
# Real-time WorldEvent stream
WS wss://api.abda.world?channels=EMBODIED,ECOLOGICAL,PHYSICAL &key=YOUR_KEY

# Query by domain, tick range, or geography
GET https://api.abda.world/query?domain=ATMOSPHERIC&from=0&to=50000&limit=1000

# Deploy your AI model as a simulation agent — Enterprise
WS wss://api.abda.world?mode=agent &key=ENTERPRISE_KEY
FREE
$0
forever
  • 1M events / month
  • EMBODIED channel
  • REST API access
  • JSONL export
STARTER
$99
per month
  • 50M events / month
  • Any 3 channels
  • WebSocket stream
  • Historical query
PRO
$499
per month
  • 500M events / month
  • All 7 channels
  • World snapshot API
  • Entity history
ENTERPRISE
—
custom pricing
  • Unlimited events
  • All 7 channels
  • Agent API access
  • Dedicated instance
Scenario Engine

Test the world
before it changes.

Inject any assumption — a market crash, a pandemic, an AGI emergence — and ABDA computes the cascade across all 27 world indices in three waves: immediate, short-term, and long-term.

Every outcome is grounded in real-world empirical relationships. Every cascade produces new WorldEvents. Every session can be saved, replayed, or branched.


The scenario engine is not a toy. It is a validation layer — proof that ABDA's world model has the causal depth to generate non-trivial, realistic outcomes from novel inputs.

› stock market crashes

◆ INJECTION ACCEPTED
STOCK MARKET CRASH — 3-WAVE CASCADE

WAVE 1 — 0–72 HOURS
▼ Equity Index -62%
▼ Consumer Confidence -60%
▲ Unemployment +275M people

WAVE 2 — 1–6 MONTHS
▲ Social Unrest +145%
▼ Birth Rate -16M births/yr

TOP 3 WORLD EFFECTS
1. 275M people newly unemployed
2. 94 countries at unrest risk
3. Supply chain: 35% stalled
The Company

ABDA is building toward
the AGI/ASI singularity.

We are in Stage 1. We are 14% of the way to a full reactive mirror of Earth.
The window is open. The category has no leader. We are building it.

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