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<!--
---
title: "Neurotransparency Doctrine · Waveframe Labs"
short_title: "Neurotransparency Doctrine"
version: "1.0.0"
status: "Active"
type: "website"
author: "Waveframe Labs"
maintainer: "Waveframe Labs"
license: "CC-BY-4.0"
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dependencies:
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ai_assisted: "partial"
ai_assistance_details: "Doctrine page normalized for canonical layering, authority boundaries, and site-wide navigation consistency."
---
-->
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Neurotransparency Doctrine · Waveframe Labs</title>
<meta name="description" content="The Neurotransparency Doctrine defines why cognitive provenance, traceability, and accountability are epistemically required in AI–human research." />
<link rel="icon" type="image/png" href="favicon-32x32.png" />
<link rel="canonical" href="https://waveframelabs.org/doctrine.html" />
<meta property="og:title" content="Neurotransparency Doctrine · Waveframe Labs" />
<meta property="og:description" content="The epistemic foundation for traceable AI–human cognition." />
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<!-- ===== HEADER ===== -->
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<div class="brand-text">Waveframe Labs</div>
</div>
<nav class="topnav">
<a href="index.html">Home</a>
<a href="hierarchy.html">Hierarchy</a>
<a class="active-link" href="doctrine.html">Doctrine</a>
<a href="awo.html">Methodology</a>
<a href="tools.html">Tools</a>
<a href="updates.html">Updates</a>
</nav>
</header>
<!-- ===== HERO ===== -->
<section class="hero">
<span class="kicker">Layer 0 — Epistemics</span>
<h1>Neurotransparency Doctrine</h1>
<p>
The Neurotransparency Doctrine defines <strong>why</strong> cognitive provenance,
traceability, and accountability are epistemically required in AI–human research.
</p>
</section>
<!-- ===== WHAT IT IS ===== -->
<section>
<h2>What the Doctrine Defines</h2>
<p>
As AI systems increasingly participate in reasoning, cognition itself becomes a scientific variable.
The Neurotransparency Doctrine asserts that research claims cannot be meaningfully evaluated
unless the cognitive processes—human and artificial—that produced them are explicitly traceable.
</p>
<p>
This doctrine is normative. It establishes epistemic necessity, not implementation details.
</p>
</section>
<!-- ===== CORE PRINCIPLES ===== -->
<section>
<h2>Core Epistemic Principles</h2>
<div class="card">
<ul>
<li><strong>Traceability:</strong> Cognitive influence must be attributable to identifiable sources.</li>
<li><strong>Attribution:</strong> Human and AI contributions must be distinguishable.</li>
<li><strong>Reconstructibility:</strong> Claims must be reproducible from recorded inputs and transformations.</li>
<li><strong>Epistemic continuity:</strong> Breaks in provenance invalidate downstream claims.</li>
<li><strong>Accountability:</strong> Responsibility follows cognitive influence.</li>
</ul>
</div>
</section>
<!-- ===== RELATIONSHIP TO THE STACK ===== -->
<section>
<h2>Relationship to the Aurora Stack</h2>
<p>
The Neurotransparency Doctrine occupies <strong>Layer 0 (Epistemics)</strong> in the Aurora Hierarchy.
It does not enforce rules, define workflows, or validate artifacts.
</p>
<ul>
<li><strong>ARI (L0):</strong> Converts doctrine into binding institutional authority.</li>
<li><strong>AWO (L1):</strong> Structures doctrine-aligned reasoning workflows.</li>
<li><strong>CRI-CORE (L4):</strong> Enforces upstream contracts mechanically.</li>
<li><strong>Case Studies (L6):</strong> Demonstrate doctrine-aligned research in practice.</li>
</ul>
</section>
<!-- ===== DOCTRINE VS SPECIFICATION ===== -->
<section>
<h2>Doctrine vs. Specification</h2>
<p>
The Neurotransparency Doctrine defines epistemic necessity.
The Neurotransparency Specification (NTS) defines enforceable requirements derived from that necessity.
</p>
<p>
In short: the doctrine answers <em>why</em> traceability is required; the specification defines <em>what</em> must be satisfied.
</p>
</section>
<!-- ===== REFERENCES ===== -->
<section>
<h2>Canonical References</h2>
<ul>
<li>
<strong>Doctrine (Zenodo DOI):</strong>
<a href="https://doi.org/10.5281/zenodo.17957384" target="_blank">10.5281/zenodo.17957384</a>
</li>
<li>
<strong>Doctrine Repository:</strong>
<a href="https://github.com/Waveframe-Labs/Neurotransparency-Doctrine" target="_blank">
Waveframe-Labs/Neurotransparency-Doctrine
</a>
</li>
<li>
<strong>Specification (NTS):</strong>
<a href="nts.html">View specification overview</a>
</li>
</ul>
</section>
<!-- ===== FOOTER ===== -->
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<span>© <span id="year"></span> Waveframe Labs</span>
<span>Governed under the Aurora Research Initiative (ARI)</span>
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document.getElementById('year').textContent = new Date().getFullYear();
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