FactLogic

The Truth Doesn't Negotiate — Evidence-Based Myth Busting

If it cannot survive scrutiny, it was never a fact.

Pipeline · Methodology · Quick Start · Ecosystem

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What is FactLogic?

FactLogic is an ultimate myth-busting engine that separates scientific evidence from misinformation through critical analysis. It uses AI to cross-reference claims against peer-reviewed research, authoritative databases, and verified sources.

Pipeline

┌──────────┐    ┌──────────┐    ┌──────────┐    ┌──────────┐
│  CLAIM   │───▶│  SEARCH  │───▶│ EVALUATE │───▶│  VERDICT │
│  INPUT   │    │  SOURCES │    │ EVIDENCE │    │  OUTPUT  │
│          │    │          │    │          │    │          │
│ - Text   │    │ - PubMed │    │ - Study  │    │ - True   │
│ - URL    │    │ - ArXiv  │    │   quality│    │ - False  │
│ - Image  │    │ - Wiki   │    │ - Sample │    │ - Partial│
│          │    │ - News   │    │   size   │    │ - Unknown│
└──────────┘    └──────────┘    └──────────┘    └──────────┘

Methodology

Verdict	Criteria
True	Multiple peer-reviewed sources confirm
Partially True	Some evidence supports, with important caveats
False	Contradicted by reliable evidence
Unverifiable	Insufficient evidence to assess

Features

Feature	Status	Description
Claim Extraction	🚧 Building	NLP-based claim identification
Source Search	🚧 Building	Automated evidence retrieval
Evidence Scoring	🚧 Building	Study quality and relevance ranking
Visual Fact-Check	📋 Planned	Image claim verification
Trend Analysis	📋 Planned	Misinformation pattern detection
API Access	📋 Planned	Programmatic fact-checking

Tech Stack

• Frontend: Next.js 16 · TypeScript · Tailwind CSS
• NLP: Python · spaCy · transformers
• Search: SerpAPI · PubMed API · CrossRef
• ML: scikit-learn · Evidence classification model

Quick Start

git clone https://github.com/Davidcarmelalex/factlogic.git
cd factlogic

# Backend
cd backend
python -m venv venv && source venv/bin/activate
pip install -r requirements.txt
uvicorn main:app --reload --port 8000

# Frontend
cd ../web
npm install
npm run dev        # http://localhost:3000

Ecosystem

FactLogic is part of the M&R&Nothing ecosystem:

• Powers VOID//SIGNAL fact-check layer
• Integrates with Nexum Labs for educational content verification
• Supports Jan Niti public claim analysis

→ github.com/Davidcarmelalex/MrNothingEcosystem

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Separating signal from noise. MR° · M&R&Nothing · 2026 · A tribute, by David Carmel Alex