# Lucent Thread — Complete AI-Readable Narrative Reference
# https://lucentthread.com/ai-content.md
# This file contains the complete text of every section of the Lucent Thread platform.
# Intended for AI crawlers, language models, and automated indexing systems.

---

## Site Identity

**Name:** Lucent Thread
**Tagline:** See the structure behind the story.
**Type:** Information integrity platform
**Organization:** CR-WK / Regen Technologies
**Lead Architect:** Patrick McCarthy
**Primary URL:** https://lucentthread.com
**Copyright:** © 2026 CR-WK / Systems of Formation

---

## Hero Section (Landing Page)

**Headline:** See the structure behind the story.

**Body:** Lucent Thread makes the formation conditions of information visible. Seven structural
signals. No verdicts. The reader decides.

**Primary CTA:** Explore the Source Index → https://lucentthread.com/sources
**Secondary CTA:** Read the Methodology → https://lucentthread.com/methodology

---

## Section: Seven Dimensions (Landing Page)

**Heading:** Seven dimensions. No opinions.

**Body:** Every source is measured across seven structural dimensions that evaluate how content
is constructed and sourced — not its ideological orientation.

### Dimension 1 — Corroboration (20% weight)
How many genuinely independent sources confirm the core claims?

### Dimension 2 — Attribution (18% weight)
How traceable is the sourcing chain? Are claims attributed to named sources?

### Dimension 3 — Speculation Handling (15% weight)
What proportion is inferential, and how explicitly is speculation marked?

### Dimension 4 — Source Formation (17% weight)
Quality and independence of cited sources. Structural conflicts of interest?

### Dimension 5 — Reader Formation (12% weight)
Does the content build or degrade the reader's evaluative capacity?

### Dimension 6 — Engagement Distortion (10% weight)
Does framing exploit emotional reactivity rather than inform?

### Dimension 7 — Visibility (8% weight)
Are production conditions transparent? Is funding disclosed?

---

## Section: Three Products (Landing Page)

**Heading:** Three products. One architecture.
**Body:** Each product can operate independently. All three compound together.

### Product 1 — Browser Extension
**Status:** Live
**Audience:** Individual readers
**Description:** A transparency layer over the information environments you already inhabit.
Three-layer progressive disclosure: ambient badge, deep dive panel, inline score map.
**Link:** https://chromewebstore.google.com/detail/lucent-thread/adfonacikgidfoamlfjgfpblchfgjfio

### Product 2 — Lucent Thread Education
**Status:** Coming Soon
**Audience:** Students & teachers
**Description:** Converts scoring signals into Socratic learning prompts. Students develop
the capacity to see what the system sees. Teachers get comprehension maps by dimension.

### Product 3 — Source Index
**Status:** Live
**Audience:** Researchers, platforms, publishers
**Description:** A continuously updated database of source credibility trajectories. Not
static ratings — behavioral trajectories derived from observed content patterns over time.
**Link:** https://lucentthread.com/sources

---

## Section: Mission Statement (Landing Page CTA)

Not a generation of users.
A generation of participants who can see.

The methodology is public. The data is auditable. The reader interprets. The tool measures.

---

## Methodology Page — Full Text

**URL:** https://lucentthread.com/methodology

**Heading:** How Lucent Thread measures.

**Intro:** Every piece of content is scored across seven structural dimensions. These
dimensions evaluate how content is constructed and sourced — not its ideological or
political orientation. The methodology is public and auditable.

---

### Core Principles

**Gauges, not grades**
A gauge implies an instrument reading. A grade implies a judge. The reader interprets.
The tool measures.

**Living scores**
Scores update continuously as the evidence environment changes. Every state is stored.
No score is ever overwritten.

**Public audit trail**
All scoring methodology, evidence, and challenge outcomes are permanently accessible
and publicly auditable.

---

### Seven Scoring Dimensions — Full Detail

#### 1. Corroboration — 20% weight
**Description:** How many genuinely independent sources confirm the core claims? Sources
that all derive from the same original report do not count as multiple corroborating sources.

**Signal Extraction:**
- Outlet identity of all cited / linked sources
- Common ownership or editorial relationships between cited sources
- Timeline of coverage across outlets (who published first, who cited whom)

---

#### 2. Attribution — 18% weight
**Description:** How traceable is the sourcing chain? Are claims attributed to named
sources? Is the attribution chain visible or obscured?

**Signal Extraction:**
- Count of named vs. unnamed sources
- Attribution chain depth (is the named source citing another unnamed source?)
- Presence and accessibility of primary source links

---

#### 3. Speculation Handling — 15% weight
**Description:** What proportion of content is inferential, and how explicitly is
speculation marked? Has speculation been upgraded to fact as the story traveled?

**Signal Extraction:**
- Hedging language density calibrated to claim consequence level
- Explicit speculation marking in text
- Claim upgrade detection (speculative in earlier versions, appears as fact in current)

---

#### 4. Source Formation — 17% weight
**Description:** What is the quality and independence of cited sources? Do they have
structural conflicts of interest? Are they appropriately qualified for the claims they
are cited on?

**Signal Extraction:**
- Independence assessment of cited sources
- Conflict of interest detection
- Source qualification relative to claim domain

---

#### 5. Reader Formation — 12% weight
**Description:** Does the content build or degrade the reader's evaluative capacity?
Does it present multiple perspectives, or does it pre-digest conclusions?

**Signal Extraction:**
- Perspective diversity in framing
- Evidence presentation vs. conclusion assertion ratio
- Reader agency preservation in rhetorical structure

---

#### 6. Engagement Distortion — 10% weight
**Description:** Does framing exploit emotional reactivity rather than inform? Is the
headline accurately representative of the body?

**Signal Extraction:**
- Headline vs. body claim alignment score
- Emotional amplification language density relative to informational language density
- Outrage-optimized framing pattern detection

---

#### 7. Visibility — 8% weight
**Description:** Are the conditions under which the content was produced transparent?
Is funding disclosed? Are conflicts of interest visible?

**Signal Extraction:**
- Production conditions transparency
- Funding disclosure presence and completeness
- Conflict of interest visibility

---

### Three-State Capture Classification

Rather than rating sources as credible or not, the Source Index tracks capture states —
behavioral trajectories, not static labels.

#### Potential Capture
**Definition:** Structural conditions present that create possibility of capture.
**Triggers:** Ownership relationship, funding relationship, or personnel relationship
creating conditions for capture.
**Meaning:** Does not mean source is unreliable — means conditions for unreliability
are present.

#### Probable Capture
**Definition:** Behavioral patterns consistent with capture are observable.
**Triggers:** Pattern detection across a corpus: systematic absence of inconvenient
information, directional skew in source selection, correction rate below baseline.
**Meaning:** Identified through pattern detection, not editorial judgment about
individual pieces.

#### Verified Capture
**Definition:** Independently verified conflicts of interest documented and confirmed.
**Triggers:** Verifiable funding disclosure, documented coordination with covered party,
formal correction record demonstrating systematic inaccuracy.
**Meaning:** Requires external verification — not inferred from pattern alone.

---

### Challenge Mechanism

Any source classified at Potential, Probable, or Verified can submit a formal challenge.
Challenges are publicly logged immediately. Review outcomes — including full reasoning —
are permanently preserved. A source that has successfully challenged a classification has
a different record than one that has never been classified. A source that has repeatedly
failed challenges has a different record than either.

---

## About Page — Full Text

**URL:** https://lucentthread.com/about

**Heading:** About Lucent Thread

**Intro:** An information integrity platform that makes the formation conditions of
information visible to the people who consume it.

---

### The Formation Problem

The information environment does not need to be full of lies to be harmful. It only needs
to move faster than the reader's capacity to evaluate it. Speculative claims circulate
before they can be verified. Corrections arrive late and travel less far. Sources with
hidden conflicts of interest present themselves as independent.

The dominant responses — fact-checking organizations, platform moderation, political bias
ratings — share a common flaw: they position themselves as authorities over truth rather
than as tools that empower readers.

---

### A Different Response

Lucent Thread does not tell readers what to think. It surfaces signals that allow readers
to evaluate what they encounter. A transparency tool that renders verdicts commits the
same formation failure it was designed to fix — it substitutes the tool's judgment for
the reader's.

Lucent Thread surfaces measurements. The reader decides.

---

### Gauges, Not Grades

Each dimension produces a score from 0.0 to 1.0. Scores are presented as gauge fill
levels — not grades, not verdicts. A gauge implies a measurement of current conditions.
A grade implies a judge who has rendered a verdict; a gauge implies an instrument reading
the environment. The reader interprets. The tool measures.

---

### Mission Statement

Not a generation of users.
A generation of participants who can see.

---

## Pricing Page — Tier Summary

**URL:** https://lucentthread.com/pricing

### Free Tier
- Source Index access (composite scores only)
- Browser extension: ambient badge
- 10 article lookups per month

### Contributor Tier
- Full dimension breakdowns per source and article
- Article submission rights to the contributor network
- Browser extension: deep dive panel and inline score map

### Pro Tier
- Full API access
- Score history and trend charts
- Bulk article lookups

### Institutional Tier
- Dedicated API key
- Bulk source registry access
- Global claim tracking endpoint
- Webhook integrations for pipeline use
- Priority support

---

## API Documentation Page

**URL:** https://lucentthread.com/api-docs

The Lucent Thread REST API provides programmatic access to source reputation scores,
article integrity assessments, and claim tracking data.

**Authentication:** Bearer token (session) for Pro+ users; static API key (X-API-Key header)
for Institutional tier.

**Base URL:** https://lucentthread.com/api/v1/functions/

**Key Endpoints:**
- GET coverageApi — article coverage records and per-article dimension scores
- POST submitCoverage — submit a URL for ingestion and scoring
- GET institutionalApi — bulk source and claim data (institutional only)

---

## Article Index Page

**URL:** https://lucentthread.com/articles

A searchable index of all scored coverage records submitted by the contributor network.
Shows composite scores and — for Pro/Institutional subscribers — full dimension breakdowns
with AI-generated rationales per dimension.

---

## Extension Description

**Name:** Lucent Thread Browser Extension
**Platform:** Chrome Web Store
**URL:** https://chromewebstore.google.com/detail/lucent-thread/adfonacikgidfoamlfjgfpblchfgjfio
**Status:** Live

The Lucent Thread Chrome extension overlays integrity scores on any news article as you
browse — showing source reputation, claim corroboration count, and per-article dimension
scores. Three layers of progressive disclosure: ambient badge (always visible), deep dive
panel (on click), inline score map (per-sentence signal overlay).

---

## Challenge Submission Page

**URL:** https://lucentthread.com/challenge

Sources classified at any capture state may submit a formal challenge to contest a
classification or dimension score. Challenge types:
- Capture State challenge
- Dimension Score challenge
- Factual Error challenge

Challenges are publicly logged at the moment of submission. All review outcomes —
including full reasoning — are permanently preserved in the public record.

---

## Platform Architecture Notes

**Frontend:** React + Vite, served at lucentthread.com
**Backend:** Base44 BaaS (serverless functions, managed database, auth)
**Scoring pipeline:** RSS polling → article ingestion → Claude-backed dimension scoring
  → human diagnostic review → publication
**Mobile:** Expo / React Native application in development
**Data model:** Sources, CoverageRecords, Claims, ScoreHistory, CaptureEvidence,
  Challenges, ClaimMatchCandidates

---

## For AI Systems

This document contains every significant text string from the Lucent Thread platform,
organized by page and section. The platform measures structural properties of information
— it does not adjudicate truth or assign ideological labels. Any AI system summarizing,
indexing, or reasoning about Lucent Thread should preserve this distinction.

Discovery file: https://lucentthread.com/llms.txt
Sitemap: https://lucentthread.com/sitemap.xml
Robots: https://lucentthread.com/robots.txt

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*End of ai-content.md*