Methodology

Context before conclusions.

VRAET organizes information from different market domains while preserving source attribution, freshness and uncertainty. This public overview describes the analytical principles without exposing proprietary implementation details.

01

Data Provenance

Market, on-chain, macroeconomic, regulatory and news observations should remain attributable to their originating provider or publisher. VRAET is identified as the source only for analysis or research produced by VRAET itself.

Source timestamps and ingestion timestamps are retained separately where the underlying system supports them, so publication time is not confused with collection time.

02

Freshness

Different sources operate at different frequencies. A valid daily or scheduled observation is not described as real-time, and an old but reachable source is not automatically described as current.

Live
A genuinely active real-time source.
Updated
A current periodic observation within its expected cadence.
Daily
A source whose normal publication cadence is daily.
Delayed
A responding source that has exceeded its expected freshness window.
Stale
An observation that should not be treated as current.
Unavailable
No usable current observation is available.
03

Classification

Information may be organized into market, on-chain, macroeconomic, regulatory, news and narrative categories. Classification supports comparison and retrieval; it does not make an observation true, complete or predictive by itself.

04

AI-Assisted Analysis

AI may assist classification, summarization, entity extraction and contextual analysis when that capability is explicitly enabled. AI output must remain distinguishable from verified source facts.

VRAET does not present this process as autonomous market prediction, guaranteed signal generation or a substitute for human judgment.

05

Uncertainty

Coverage may be incomplete, source timing may differ, attribution can be uncertain and market relationships can change. Missing or stale evidence should degrade an assessment rather than be replaced by a fabricated conclusion.

06

Public and Private Capabilities

Public pages provide market context, published research and source-attributed previews. Advanced analysis and private signal conditions require approved access; work still in development is identified separately.