Patriot University is a civic education platform that publishes documented, evidence-based accountability content about public officials and public figures. This page explains the legal architecture underlying our editorial process — the gates, scoring frameworks, rules, and analytical skills that govern what we publish and how we publish it.

We publish this methodology in full because transparency is both an editorial value and a legal protection. A published, uniformly applied methodology demonstrates good faith, absence of personal animus, and the kind of rigorous editorial process that courts recognize as protected expression.

The Gate Architecture

Content about individuals passes through a series of mandatory editorial gates before publication. Each gate serves both an editorial purpose (ensuring accuracy and fairness) and a legal purpose (establishing good faith and proper process). These gates are codified as machine-enforceable rules and AI-applied analytical skills.

Gate 1: Subject Classification

Every individual is classified before any content is written about them:

Decision rule: When classification is ambiguous, we classify at the more protective level. This protects the subject’s rights and, by extension, strengthens our legal position by demonstrating good faith.

Gate 2: Private Citizen Inclusion Gate (Non-Speech Anchor Test)

Private citizens face our highest editorial bar. A private citizen may receive an accountability profile only if they independently satisfy at least one of five documented, non-speech anchor criteria:

What never qualifies for inclusion alone: Political opinions, political affiliation, social media posts, rally attendance, organizational membership without documented leadership, signing petitions, campaign donations, holding extreme political views, or being listed in any external database or taxonomy.

The Speech Taint Strip Test: After confirming an anchor criterion is met, we mentally remove all speech-based evidence from the profile and ask whether the remaining non-speech evidence independently justifies inclusion. If not, the profile does not proceed.

Legal purpose: This gate ensures that no private citizen receives a profile based on protected speech or association — directly addressing Brandenburg, Claiborne Hardware, and the heightened Gertz protection for private citizens.

Gate 3: Federal Judge Inclusion Gate

Federal judges receive additional institutional protection because their independence is a core structural defense against the threats this platform documents.

What never qualifies: Erroneous rulings (even unanimously reversed), rulings benefiting the appointing president without extra-judicial coordination evidence, appointment by any particular president, unpopular legal theories, or judicial complaints not resulting in a misconduct finding.

Legal purpose: This gate prevents the platform from being characterized as attacking judicial independence — a position that would undermine both our credibility and our legal standing.

The Democratic Malice Assessment (DMA) Framework

The DMA is our most rigorous analytical framework. It evaluates whether documented actions by public officials constitute intentional subversion of democratic mechanisms. It produces structured, transparent assessments with layered defamation-law protections.

The Ideology vs. Malice Gate

Before any scoring occurs, every action is classified through a mandatory boundary test:

“Could a person holding this ideology achieve their policy goals through legitimate democratic means?”

The Ideology Safe Harbor: The following are always classified as ideology regardless of outcomes:

• Passing legislation through normal legislative process
• Executive orders within established constitutional authority
• Judicial appointments through Senate confirmation
• Policy positions advocated through public argument
• Budget allocations within congressional appropriations authority
• Regulatory changes following APA notice-and-comment procedures
• Electoral wins achieved through legitimate campaigning
• Holding a position in an administration and executing lawful orders

Legal purpose: The published Ideology Safe Harbor demonstrates that our framework is not a partisan tool — it explicitly protects legitimate conservative, populist, or nationalist policy pursued through democratic process. This defeats any claim of personal animus or political targeting.

Democratic Malice Scoring (DMS 1-5)

Actions that pass the Ideology vs. Malice Gate (classified as “Malice”) receive a scored assessment:

Evidence Tier Requirements for DMS Scoring

Intent Assessment Guardrails

• Outcome alone never establishes intent above DMS 1
• Political motivation is not malice motivation — wanting to win is ideology; subverting the mechanism so only one side can win is malice
• Statements must be contemporaneous — post-hoc justifications are weighted less
• Collective action requires individual assessment — each actor’s personal knowledge and role is separately documented

Cumulative Designations

Layered Accuracy Filter

Every structural choice in our editorial architecture maps to an established legal defense:

The “Malice” Terminology

The word “malice” in our Democratic Malice Assessment refers to the subject’s malice toward democratic mechanisms (their intent to subvert democracy), NOT the platform’s malice toward the subject:

• Platform’s state of mind: Good-faith analytical framework applied uniformly. No personal animus. This defeats “actual malice” claims against us.
• Subject’s state of mind: Assessing that a person acted with malice is an evaluation of mental state, which courts treat as closer to protected opinion than actionable fact.
• Structural separation: We explicitly separate factual claims (“On [date], [subject] signed [document]”) from evaluative conclusions (“this constitutes knowing participation”). The factual predicate must be true (truth defense); the evaluative conclusion is protected opinion.

Design Choices

Automated Guardrails

Our editorial rules are not merely aspirational guidelines — they are enforced by automated systems that run before publication:

Codified Rule Enforcement (guardrails.py)

The automated guardrail system checks every document before publication for:

• Prohibited language — words like “traitor,” “treasonous,” “terrorist,” “coup plotter,” “pedophile,” and “lied” are flagged and require a court record to remain
• Excluded sources — references to excluded databases (such as One6Project) block publication
• PII detection — Social Security number patterns and other personal identifiable information are hard-blocked
• Outstanding verification tags — claims tagged [NEEDS VERIFICATION] cannot ship without a verified citation
• Factcheck notice — every published accountability profile must include the factcheck contact notice

Validation Pipeline

Before any content reaches the public site:

1. Frontmatter validation (required fields, category existence, meta description length)
2. Evidence tier compliance checking
3. Guardrail scanning (prohibited language, excluded sources, PII)
4. Token budget validation
5. Human editorial review
6. Publication

The Complete Skill Chain

Our editorial process is governed by a chain of specialized analytical skills, each with a defined role and firing order:

1. patriot-private-citizen-inclusion-gate
   → Eligibility: is there a documented non-speech anchor?
   → Generates the Basis for Inclusion disclosure block
   → Applies the Speech Taint Strip Test

2. accountability-profile-verification
   → Evidence quality: does every claim trace to a Documented or Credibly Reported source?
   → Citation format: are court records, dates, and docket numbers properly cited?
   → Language standards: is characterization precise and defensible?
   → Publication date discipline: every source carries an exact date

3. malice-evaluator (Democratic Malice Assessment)
   → Ideology vs. Malice Gate (runs first, before scoring)
   → Six Malice Action Categories (Election Sabotage, Voter Disenfranchisement,
     Rule of Law Destruction, Separation of Powers Attack, Judicial Undermining,
     Dissent Suppression)
   → DMS 1–5 scoring with graduated evidence requirements
   → Intent Evidence Standards (circumstantial → documented campaign)
   → Cumulative designations
   → Legal disclaimer generation

4. patriot-sanity-check
   → Factual accuracy: do claims match their cited sources?
   → Proportionality: are severity ratings justified by the evidence?
   → Source credibility: do sources meet the stated evidence hierarchy?
   → Logical consistency: are there contradictions between profiles?
   → Hostile-scrutiny stress test: how would an adversary attack this?

Each skill in the chain has a defined input and output, and each can flag issues that require human editorial review before publication proceeds.

Rules Governing All Content

The following editorial rules are codified and enforced across all Patriot University content:

Evidence Tier System

Prohibited Language

The following characterizations require a supporting court record or official finding:

Speech Protection Doctrine

• Speech alone never qualifies anyone for inclusion
• Opinions, political positions, and even false political claims are protected
• Association (attendance, membership, proximity) is not conduct
• Media commentary — including deliberately misleading commentary — requires documented non-journalistic conduct for inclusion
• Radical, offensive, or authoritarian political views are constitutionally protected

Priority Classification Rules

Correction and Response Mechanisms

Every published profile includes a factcheck contact notice:

Factual correction requests: If you believe information in this profile is incorrect, please contact factcheck@patriot.university with your name (optional), the specific claim, and any supporting documentation. We review all submissions and correct verified errors promptly.

Corrections are processed within 7 days. Substantive corrections are documented with a published correction notice stating what changed and why.

Legal Disclaimer

The analytical frameworks described on this page produce evaluative conclusions — not statements of criminal guilt. No designation, score, or assessment constitutes a finding of criminal liability. Factual predicates are cited to primary and secondary sources; evaluative conclusions drawn from those facts are protected expression under the First Amendment. New York Times Co. v. Sullivan and its progeny apply to these assessments of public figures’ public conduct.

Related Documentation

• Rules & Editorial Standards — Overview — Platform-wide editorial standards and evidence tier system
• Accountability Profiles — Standards FAQ — Who gets a profile and why
• Editorial Review & Publishing Process — How content moves from draft to publication
• Corrections & Transparency Policy — How to submit corrections and our transparency commitments

Questions about our legal framework or editorial methodology? Contact factcheck@patriot.university.