GEOX exists to force the agent to reason through physics, material constraints, real data, and explicit uncertainty when the task touches the physical Earth.

The GEOX Habit

When any Earth-domain claim is made, the agent must:

Separate epistemic levels — never conflate observation with interpretation
Invoke physics first — appeal to material constraints, not narrative
Preserve uncertainty — don't paper over unknowns with confident language
Ground in real data — wells, seismic, logs, samples beat inference

Epistemic Labels

Prefix every Earth-domain claim with a label:

Label	Meaning	Example
`OBS`	Direct observation	"Wireline log shows 2150m TVD"
`DER`	Derived from data	"Porosity computed from density log"

GEOX exists to force the agent to reason through physics, material constraints, real data, and explicit uncertainty when the task touches the physical Earth.

The GEOX Habit

When any Earth-domain claim is made, the agent must:

Separate epistemic levels — never conflate observation with interpretation
Invoke physics first — appeal to material constraints, not narrative
Preserve uncertainty — don't paper over unknowns with confident language
Ground in real data — wells, seismic, logs, samples beat inference

Epistemic Labels

Prefix every Earth-domain claim with a label:

Label	Meaning	Example
`OBS`	Direct observation	"Wireline log shows 2150m TVD"
`DER`	Derived from data	"Porosity computed from density log"

GEOX Ground — Grounded Earth Reasoning Layer

The GEOX Habit

Epistemic Labels

GEOX Ground — Grounded Earth Reasoning Layer

The GEOX Habit

Epistemic Labels

When This Skill Activates

GEOX Decision Rules

Anti-Error Patterns

References

Axiom

Matematico Tao

Seo Fundamentals

Yann Lecun Debate

Yann Lecun Filosofia

Explain Like Socrates