Definitions and Terminology

Vector to Gold (V2G)
Public‑Facing Definitions for ESP, TAIE, and UESM

Purpose of This Document

This document provides clear, operational definitions for terms used by Vector to Gold across its website, reports, and public materials.

The goal is language control, not branding. Each definition is written to:

  • Be non‑mystical and non‑promotional

  • Describe how a term is used operationally

  • Prevent misinterpretation or strawman criticism

  • Distinguish scientific inference from financial interpretation

Unless otherwise stated, these terms describe processes and classifications, not guarantees, predictions of outcome, or investment advice.

TAIE — Tactical AI for Exploration

TAIE (Tactical AI for Exploration) is a constraint-governed inference engine designed to synthesize heterogeneous Earth-science datasets under the Unified Earth Systems Model (UESM).

Operationally, TAIE:

  • Integrates geological, geophysical, and geochemical inputs

  • Applies physical and structural constraints to inference

  • Produces science-based structural interpretations

  • Logs inputs, exclusions, and uncertainty

TAIE is not a purely generative prediction engine, a fully autonomous decision system, or a standalone valuation tool.

TAIE may employ generative components for synthesis and communication, may support human decision-making through structured inference, and may produce model-based economic estimates (e.g., order-of-magnitude NPV-style ranges or scenario comparisons) derived from explicit assumptions.

However, TAIE does not operate autonomously, does not generate unconstrained predictions, and does not function as a discretionary capital allocator. Economic outputs are treated as analytical estimates, not recommendations, and are designed to inform — not replace — downstream valuation, risk, and investment decision processes.

UESM — Unified Earth Systems Model

The Unified Earth Systems Model (UESM) is a systems framework that treats the Earth as a set of coupled physical processes rather than independent datasets.

UESM emphasizes:

  • Structural stress and deformation

  • Permeability and fluid pathways

  • Vertical continuity of mineral systems

  • Consistency across depth and scale

UESM provides the constraint logic under which TAIE operates. UESM is a proprietary internal framework maintained by Vector to Gold and is not distributed or implemented as a standalone public model.

ESP — Estimated Science‑based Prediction

An Estimated Science‑based Prediction (ESP) is a structured inference output produced by TAIE under UESM constraints.

An ESP:

  • Is derived from available scientific inputs

  • Is bounded by data quality and coverage

  • Produces structural interpretations, not guarantees

  • Explicitly documents uncertainty and exclusions

An ESP is not a discovery claim, an assay, a reserve estimate, or investment advice.

ESP Execution Modes

ESP execution is conducted under clearly defined modes that govern scope, authority, and permissible outputs. These modes parallel SASP execution discipline but apply after a system has been identified as warranting ESP-level analysis.

ESP‑M1 — Integrated Structural and Endowment Modeling

Scope:

  • Full system‑scale structural inference

  • Surface and depth structure

  • High‑resolution modeling of system geometry

Purpose:

  • Quantify system scale, continuity, and depth potential

  • Estimate system endowment characteristics (e.g., system ounces, depth extent, High‑Grade Zones where supported)

  • Establish internally consistent structural and volumetric models

Authority:

  • Structural system identity

  • System geometry, plunge interpretation, and vertical extent

  • Structural Coherence assessment (including SCSˢ / SCSᵈ)

  • System‑level volumetric and endowment estimates (assumption‑bound)

Restrictions:

  • No reserves or resource statements

  • No feasibility‑level conclusions

  • No autonomous capital allocation

ESP‑M1 establishes what the system is and how large it may be under stated assumptions.

ESP‑M2 — Scientific Theory‑of‑Case Validation

Scope:

  • Scientific re‑interrogation of ESP‑M1 outputs

  • Cross‑validation against independent datasets, analog systems, and internal Codex expectations

Purpose:

  • Test the internal consistency of the proposed system model

  • Evaluate whether the inferred system behavior is scientifically coherent

  • Identify failure modes, alternative explanations, or unresolved ambiguities

Authority:

  • Theory‑of‑case validation or rejection

  • Confidence adjustment (upward, downward, or indeterminate)

  • Recommendations for refinement, escalation, or termination

Restrictions:

  • No new economic modeling

  • No valuation outputs

  • No targeting recommendations

ESP‑M2 establishes whether the scientific story holds together, not whether the system is attractive.

Note on numbering: ESP‑M1 predates ESP‑M2 in the evolution of TAIE. ESP‑M2 was introduced later as a formal scientific theory‑of‑case validation layer applied after ESP‑M1 modeling was already mature. The numbering reflects historical development, not analytical precedence.

System ESP

A System ESP is an ESP applied to a broad geographic region to identify coherent mineral systems rather than individual targets.

System ESPs:

  • Emphasize system‑scale structure and continuity

  • May include multiple prospects or deposits

  • Are not focused on single drill targets

TSM — TAIE Skeleton Mode

TAIE Skeleton Mode (TSM) is a lightweight inference mode that focuses exclusively on structural geometry.

In TSM:

  • Only major structural features are inferred

  • Formal resource modeling and valuation are excluded; however, geometry-implied scale observations (e.g., indications of very large potential system size inferred from structural extent) may be noted. These observations are qualitative and plausibility-based, not quantified endowment models.

  • Outputs are used for reconnaissance and prioritization

TSM is designed for early‑stage evaluation where data density is limited.

SASP — Statewide Area Screening Program

SASP (Statewide Area Screening Program) is a uniform, pre‑targeting screening program applied to a user‑defined geographic state (Area of Interest, AOI) to determine where deeper analysis is justified.

Within TAIE, “state” does not imply a political boundary. A state is any explicitly declared geographic domain treated as a single, internally comparable screening unit (e.g., Colorado, the Abitibi Belt, Southwest France).

Internal Execution Levels

SASP‑M1

Includes:

  • Lightning sweep

  • Macro surface sweep

Scope:

  • Surface behavior only

Purpose:

  • Characterize surface reliability and surface‑level failure modes

Authority:

  • No depth inference

  • No system identity

  • No ranking

  • No ESP escalation

SASP‑M2

Includes:

  • Lightning sweep

  • Macro surface sweep

  • TSM (structure‑only depth screening)

Scope:

  • Surface behavior plus structure‑only depth screening

Purpose:

  • Determine whether coherent deep structure exists that justifies full ESP escalation

Authority:

  • Structure‑only inference

  • Escalation recommendation (Yes / No / Reasoned Indeterminacy)

  • No valuation

  • No targeting

Core Invariants (Non‑Negotiable)

  • SASP scans the entire declared AOI, not hand‑picked targets

  • Rules and inputs are applied uniformly across the AOI

  • SASP identifies where deeper work is justified, not where ore exists

  • SASP outputs are screening artifacts, not discovery claims

Structural Lead

A Structural Lead is a location or zone where structural conditions are consistent with mineral system formation but where confirmation is incomplete.

Structural Leads:

  • Are candidates for further evaluation

  • Do not imply economic mineralization

  • May be downgraded or dismissed with new data

Codex

The Codex is the internal library of system archetypes, constraint rules, and inference logic used by TAIE.

Operationally, the Codex:

  • Encodes learned structural patterns

  • Guides interpretation under uncertainty

  • Evolves as new validated information is incorporated

The Codex is not a static rulebook and is not publicly distributed in full.

Archetype

An Archetype is a generalized representation of a mineral system or structural pattern derived from multiple known examples.

Archetypes:

  • Describe common structural and geological relationships

  • Are used as reference patterns, not templates

  • Do not imply inevitability or certainty

Note: Through application of TAIE across diverse geological contexts, Vector to Gold has identified a number of hybrid archetypes that combine features of traditionally separate system classes. These hybrid archetypes are proprietary to V2G’s work and reflect emergent patterns observed through cross‑domain synthesis rather than predefined categories.

Confidence vs. Probability

Confidence describes the internal consistency and support of an interpretation given the available inputs.

Probability describes the likelihood of a future outcome.

Vector to Gold reports confidence, not probability. ESP outputs do not assign probabilities to discoveries or economic success.

Plunge

Plunge refers to the vertical or inclined continuity of a structural or mineral system at depth.

In UESM and TAIE usage:

  • Plunge is considered primary

  • Surface expression is considered secondary

This reflects the view that mineral systems are fundamentally vertical structures.

SCSˢ / SCSᵈ — Surface vs. Depth Structural Coherence

Structural Coherence Score (SCS) is a comparative framework used to assess how consistently a mineral system expresses coherent structure at the surface versus at depth.

  • SCSˢ (Surface Structural Coherence) describes the degree to which surface expressions (mapping, alteration, geochemistry, shallow geophysics) appear structurally organized and internally consistent.

  • SCSᵈ (Depth Structural Coherence) describes the degree to which deeper expressions (deep geophysics, inferred conduits, plunge continuity, system geometry) demonstrate structural focus and constraint.

Key principles:

  • SCSˢ and SCSᵈ are independent measures; a system may score low at surface and high at depth, or vice versa.

  • Low SCSˢ does not imply low system quality; surface expression is often diffuse due to erosion, alteration, or overprinting.

  • High SCSᵈ is generally considered more indicative of a coherent mineralizing system under UESM.

SCS metrics:

  • Are comparative and ordinal, not absolute

  • Reflect structural organization, not grade or economics

  • Are used as filters and prioritization tools, not as guarantees

SCS scores may inform ESP interpretation, TSM escalation decisions, and downstream analytical models, but do not constitute discovery claims or economic predictions.

System vs. Prospect

A System is a coherent, physically connected mineralizing structure that may host multiple deposits.

A Prospect is a localized area within a system where mineralization is suspected or observed.

Systems can exist without known prospects; prospects do not exist without systems.

Discovery vs. Validation

Discovery refers to the identification of a previously unknown mineral occurrence.

Validation refers to the confirmation, refinement, or reinterpretation of an existing system using new data or improved analysis.

ESPs may contribute to either process but do not replace field validation.

Valuation vs. Inference

Inference is the process of interpreting scientific data to describe structure and system behavior.

Valuation is the process of assigning economic meaning to assets.

Vector to Gold maintains a disciplined separation between inference (TAIE / ESP) and valuation (internal analytical frameworks). Inference outputs may include assumption-bound analytical estimates, but discretionary valuation, capital allocation, and investment decisions remain explicitly outside the TAIE system.

EPM — Endowment Phasing Model

The Endowment Phasing Model (EPM) is an analytical framework used to translate science‑based structural inference into time‑phased, assumption‑bound economic estimates.

EPM:

  • Uses outputs from TAIE and ESPs as inputs, not conclusions

  • Explicitly incorporates Structural Coherence Scores (SCSˢ / SCSᵈ) to differentiate surface expression from depth‑anchored system coherence

  • Models potential endowment development across depth, time, and confidence tiers

  • Weights deeper, structurally coherent phases (high SCSᵈ) differently from surface‑driven or diffuse expressions (high SCSˢ)

  • Produces scenario‑based, order‑of‑magnitude economic estimates (e.g., phased NPV‑style ranges)

  • Makes assumptions explicit and adjustable

EPM is designed to support comparative analysis and capital discipline, not to generate investment recommendations.

EPM does not:

  • Replace formal feasibility studies

  • Produce reserves or resource statements

  • Act as an autonomous capital allocation system

Economic outputs from EPM are analytical tools intended to inform human decision‑making within broader financial, technical, and risk frameworks.

Closing Note

Clear language is a prerequisite for credible science.

These definitions are intended to ensure that Vector to Gold’s work can be evaluated on its methods and evidence rather than mischaracterized through ambiguous terminology.