EarthNet · Planetary Intelligence

Observe the planet.
Understand the chain.

EarthNet is Pythology's first operational proving ground for evidence-grounded causal and cognitive intelligence. It connects live planetary observation to mechanism, accountable forecasting, counterfactual decision branches and human interrogation.

10Intelligence engines
LiveEvidence state
ProspectivePrometheus forecasts
HumanDecision authority
EarthNet planetary intelligence architecture

The EarthNet intelligence stack

From planetary signal
to decisions that can be challenged.

Each layer has a different job. Keeping them separate prevents a sensor reading from becoming a causal claim, a forecast from becoming a fact, or a simulation from becoming an instruction.

01 · EARTHNET

Observe

Bring hazards, environmental observations, satellite evidence, infrastructure pressure and wider global context into one provenance-aware evidence state.

02 · CAUSAL

Explain

Represent mechanisms, dependencies, competing explanations, contradictory evidence and uncertainty instead of treating association as causation.

03 · PROMETHEUS

Forecast

Commit timestamped expectations before the outcome is known, preserve uncertainty and return later to score whether the confidence was deserved.

04 · DECISION FUTURES

Branch

Change an assumption or proposed intervention and compare conditional futures against the Prometheus baseline without pretending a scenario is a prediction.

05 · SENTINEL

Interrogate

Ask what the system sees, why branches differ, what it does not trust, which source is degraded and what evidence would change the conclusion.

06 · OUTCOME

Learn

Preserve what was believed before the answer, compare it with what actually happened and feed resolved evidence back into calibration.

Prometheus causal and cognitive reasoning architecture

Prometheus

If we understand the mechanism,
what should happen next?

Prometheus turns EarthNet's evidence state and causal mechanisms into explicit forecasts that can later be judged. The original forecast, uncertainty and evidence remain frozen so later success cannot be rewritten into the history.

CommitForecast before the outcome is known.
ResolveReturn when independent later evidence answers the question.
CalibrateMeasure whether confidence deserved to be higher or lower.

Decision Futures · EarthNet + Prometheus

See how different decisions
could create different outcomes.

The former Civilization Engine research direction now lives here. Its useful idea was never a separate world-prediction product; it was transparent branching futures with declared assumptions. That belongs naturally inside EarthNet and Prometheus.

BASELINE

What happens if nothing changes?

Start from the same evidence and mechanism graph used by Prometheus so the baseline is explicit rather than invented separately for the simulation.

INTERVENTION

Change one decision or assumption.

Introduce a proposed action, resource allocation, policy, reroute or other authorised counterfactual and record exactly what changed between branches.

CONSEQUENCES

Compare the downstream chain.

Show which causal pathways produce the difference, which second-order effects appear, and where uncertainty or model sensitivity makes the branch fragile.

Scenario is not prophecy. Decision Futures compares conditional outcomes under declared assumptions. It does not turn simulated detail into certainty or replace the human authority responsible for the decision.

Technosphere Twin

When a branch touches infrastructure,
physics gets a vote.

Technosphere Twin becomes a specialist simulation component inside EarthNet Decision Futures for branches involving energy, transport, ports, logistics and other engineered-system dependencies.

InputsTopology, capacity, constraints, current state and declared intervention.
OutputsComparative scenarios, bottlenecks and traceable consequences.
BoundarySimulation evidence informs the branch; it does not become operational authority.
Technosphere Twin infrastructure simulation

Sentinel · Human interrogation

Don't just show me the branches.
Tell me why they diverge.

Sentinel becomes the natural interface to Decision Futures: compare branch A with branch B, identify the causal edge carrying the difference, expose the least trusted assumption and ask what new evidence would change the recommendation.

QUESTION

Why is this outcome different?

Trace the difference back through mechanisms and changed assumptions.

CHALLENGE

What could make this wrong?

Surface uncertainty, missing evidence, sensitivity and competing pathways before a human acts.

SENTINEL / DECISION FUTURESHUMAN IN LOOP
Compare baselinePrometheus
Change interventionBranch
Trace consequencesCausal graph
Expose weak assumptionsUncertainty
Human decidesAuthority

Current monitoring capability

Ten engines.
One connected evidence state.

EarthNet normalises heterogeneous public signals and tracks meaningful change rather than treating every feed as equally trustworthy or every repeated report as a new event.

SOLID EARTH

Seismic and volcanic

Earthquakes, volcanic status, precursor observations and official state changes.

ATMOSPHERE & OCEAN

Weather and environmental systems

Severe weather, heat, ocean conditions, flood, wildfire and other environmental pressure.

HUMAN SYSTEMS

Infrastructure and wider disruption

Infrastructure pressure, humanitarian consequence and geopolitical context without turning the system into tactical tracking.

Government, research and strategic deployment

Discuss the system EarthNet needs to understand.

A deployment may involve jurisdiction-specific evidence, private infrastructure, secure integrations, custom causal mechanisms or controlled decision-simulation requirements.

EarthNet, Prometheus and Decision Futures are decision-support research and intelligence systems. Consequential operational authority remains with the responsible human organisation.
Pythology will respond directly to establish scope and a secure discussion channel.