QDD Public Beta Launch
February 2026 — Public Beta Release
QDD — Qualitative Directional Disclosure — is now live as a fully installable Progressive Web App at qddindex.com.
What Is QDD?
QDD is a collaborative framework for evaluating disclosure claims, prediction vectors, and intelligence credibility through structured quality metrics. It combines:
- Knowledge Graph Explorer — 414+ entities (persons, phenomena, organizations, locations, lore) mapped in an interactive Neo4j graph with 52+ relationship types
- Active Disclosure Targets — Credibility scoring, global intel consensus, and structured audit execution for active claims
- Prediction Registry — Evidence-based confidence scoring for predictions with source provenance timelines and automated evidence aggregation
- Intel News Feed — You're reading this right now. Community-published analysis, intelligence briefings, and breaking developments.
- Evidence Pipeline — Automated ingestion from YouTube, web search, and social media with LLM-powered relevance scoring
Why Now?
The UAP disclosure landscape has reached an inflection point. Congressional hearings, AARO investigations, whistleblower testimony, and mainstream media coverage have created an unprecedented volume of claims — but no structured framework existed for the community to collectively evaluate credibility.
QDD fills that gap. Not by declaring what's true, but by providing transparent, evidence-weighted scoring that any researcher can audit, contribute to, and challenge.
Key Features in This Release
Knowledge Graph
414+ entities mapped across the disclosure ecosystem. Interactive visualization powered by Neo4j. Explore connections between researchers, organizations, phenomena, and locations.
Prediction Registry
Track specific, falsifiable predictions with:
- Source provenance timelines
- Automated evidence scanning (YouTube + web)
- AI + community dual scoring
- Time-To-Arrival countdown
First tracked prediction: Chris Bledsoe's "The Lady" — Regulus/Sphinx alignment. 7 sources tracked from 2023-2025.
Progressive Web App
QDD is a fully installable PWA:
- Offline-first with service worker caching
- Install to desktop or mobile home screen
- Background sync with central knowledge graph
- Native app experience in standalone window
Social Sharing
Every disclosure target, prediction, and article generates dynamic Open Graph preview images for rich sharing on X, LinkedIn, and other platforms.
How to Contribute
QDD is built for distributed collaboration. The contribution pipeline follows a structured flow:
- Local Draft — Create entities, relationships, or predictions locally
- Structured Submission — Submit through the contribution interface
- Admin-Gated Quality Control — Submissions reviewed for accuracy and sourcing
- Batch Operations — Approved contributions merged into the knowledge graph
- Provenance Tracking — Every contribution tracked with author attribution
To contribute, create an account and request Contributor access.
Technical Details
For researchers and developers:
| Component | Technology | |-----------|------------| | Frontend | Next.js 15, TypeScript, Tailwind CSS | | Knowledge Graph | Neo4j (Cypher) | | Auth | Supabase (Google OAuth, RBAC) | | AI Pipeline | FastAPI, Groq LLM, YouTube API | | PWA | Serwist service worker | | Hosting | Vercel + GCP Cloud Run |
What's Coming Next
- Temporal knowledge graph visualization (filter by date range)
- Expanded multi-vector prediction scoring
- YouTube video segment embedding in evidence timelines
- Local instance support for independent researchers
- Enhanced community voting and governance features
Try it now: qddindex.com
This is an open framework. Every score is auditable. Every relationship is sourced. Every prediction is tracked.
The disclosure ecosystem deserves structured analysis. QDD provides the tools.