Methodology & Definitions
How content on 4Orbs is extracted, classified, and organized. This page defines every scoring system, content type, and editorial standard used across the site.
How It Works
Every piece of content on 4Orbs flows through a four-stage pipeline. Videos published by Ashton Forbes are analyzed using AI-assisted extraction, then normalized, deduplicated, and editorially reviewed before publication.
Video Analysis
Transcripts are extracted from YouTube videos and analyzed by LLMs to identify claims, theories, people, evidence, references, and glossary terms.
Structured Extraction
Raw analysis is converted into structured JSON with normalized categories, slugs, and cross-references between content types.
Deduplication
Duplicate and near-duplicate entries are merged. Existing theories are updated with new evidence rather than creating parallel entries.
Editorial Review
Content is reviewed for accuracy, enhanced descriptions are written, investigation statuses assigned, and cross-links verified before publication.
How Content Types Connect
Content Types
Theories
767Structured hypotheses extracted from video analyses. Each theory has a name, description, supporting points, cluster assignment, and tags. Theories are the primary unit of argumentation on the site.
Browse theories →Claims
1,655Specific factual assertions made in videos, each with cited evidence and a confidence rating. Claims are the atomic building blocks that support theories.
Browse claims →Evidence
1,102Documents, footage, testimony, patents, data, and other artifacts cited as proof for claims. Each piece of evidence is typed and linked to its source video.
Browse evidence →References
1,114Scientific topics, papers, and research programs mentioned across videos. Each reference is categorized by field and mainstream acceptance status.
Browse references →Key Figures
675Individuals mentioned across the video archive: scientists, whistleblowers, officials, and researchers. Each entry tracks their appearances, roles, and context.
Browse key figures →Glossary
1,356Technical terms and jargon defined in plain language. Each term is tagged with its field (physics, aviation, intelligence, etc.) for cross-referencing.
Browse glossary →Confidence Levels
Every claim is assigned a confidence level indicating how well-supported it is by available evidence. This is an editorial assessment, not a truth claim.
Independently verifiable documentation, multiple corroborating sources, or public records. Facts not in dispute.
Credible evidence not independently verified to definitive standard. Single authoritative source or partially corroborated.
Inference, pattern matching, or theoretical arguments beyond what evidence directly supports.
Mainstream Status
Every scientific reference is tagged with its level of mainstream acceptance. This indicates how the broader scientific community views the research, not our editorial position.
Peer-reviewed, taught in universities, scientific consensus.
Active legitimate research with some peer-reviewed support.
Limited peer-reviewed support, extrapolates beyond established results.
Government programs known to exist but details restricted.
Evidence Types
Every piece of evidence is classified by type. These 12 categories describe the form of the evidence, not its strength.
Theory Clusters
Theories are organized into five thematic clusters. Each cluster has a semantic color used consistently across the site for visual identification.
Advanced fusion architectures, zero-point energy, quantum vacuum physics, and electromagnetic unification theories.
The disappearance of Malaysia Airlines Flight 370 — from satellite footage and plasma orbs to field-reverse configuration physics and teleportation theories.
Government suppression of breakthrough technologies, classification programs, economic implications, and the disclosure movement.
The intersection of consciousness, quantum physics, holographic universe theory, and the nature of reality.
Specific engineering implementations, reactor designs, patents, and military technology applications.
Investigation Status
An editorial enhancement applied to reviewed theories. 244 of 767 theories have been assessed so far.
Theory is under active investigation with ongoing developments. New evidence is being gathered or analyzed.
Substantial corroborating evidence exists from multiple independent sources. Core claims are well-supported.
Supporting evidence exists but is indirect. The logical chain connecting evidence to conclusions has gaps.
Limited direct evidence. The theory relies primarily on inference, pattern matching, or extrapolation.
Significant disagreement exists within the research community. Credible arguments on multiple sides.
Data Provenance
Source
The archive starts from a curated video corpus, primarily the published work of Ashton Forbes on YouTube. From there, longer-form research deep dives cross-reference and verify against independent primary sources: SEC filings, patents, government contracts, FOIA-released documents, peer-reviewed papers, court records, and official press releases.
Method
AI-assisted extraction from video transcripts, followed by normalisation, deduplication, and editorial review. Research deep-dive articles cite independent primary sources directly. A weekly currency-drift check re-verifies time-sensitive claims against third-party sources.
Limitations
The video corpus carries a curatorial bias: coverage reflects one investigator's research priorities, even when individual claims inside research articles are independently sourced. AI extraction may introduce errors or misattributions. Content is not peer reviewed. Confidence ratings are editorial assessments, not verified truth claims.
Purpose
A structured research archive designed to make the body of work searchable, cross-referenced, and accessible for independent investigation and analysis.
Related Topics
Browse all content types: videos, theories, claims, evidence, references, glossary, and key figures.
Interactive force-directed graph showing how theories connect through shared tags and evidence.
Detailed evidence evaluation for the MH370 investigation, the most thoroughly assessed cluster.