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title: PragmaLens AI
emoji: 🔍
colorFrom: indigo
colorTo: blue
sdk: docker
pinned: true
license: mit
short_description: Linguistic audit for pragmatics and logical fallacies.
🔍 PragmaLens AI: Intelligent Discourse Audit
PragmaLens AI is a professional-grade linguistic analysis engine engineered to deconstruct the mechanics of human communication. By merging applied linguistics with state-of-the-art Large Language Models (LLaMA 3.3 via Groq), PragmaLens provides a rigorous audit of textual coherence, intent, and logical validity.
🎯 The Analytical Framework
PragmaLens transforms raw text into structured, actionable insights using a multi-layered linguistic approach:
1. Pragmatic & Gricean Analysis
Goes beyond surface-level text to uncover conversational implicatures. The system evaluates adherence to Grice’s Maxims (Quantity, Quality, Relation, Manner), identifying where communication is intentionally indirect or obscured.
2. Semantic & Ambiguity Detection
Identifies lexical and structural ambiguities that impede clarity, providing a precise audit of how information is framed to avoid—or cause—misinterpretation.
3. Logical & Epistemic Audit
Acts as a stress-test for argumentation. It isolates rhetorical fallacies—such as False Dilemmas, Appeals to Authority, or Ad Hominem attacks—highlighting how texts attempt to bypass critical reasoning.
🌍 Multilingual Philological Precision
Language is the primary lens through which reality is shaped. PragmaLens is optimized for high-fidelity processing across diverse linguistic families, ensuring cultural and pragmatic nuances are preserved.
- Supported Languages: English, Arabic, Spanish, Berber (Tamazight), Catalan, French, and Italian.
🛠️ Technical Architecture
- Backend: FastAPI (Python) with high-performance document extraction via
pdfplumber. - Intelligence: Powered by LLaMA 3.3 70B via Groq for low-latency, high-reasoning output.
- Frontend: A clean, minimal UI built with Tailwind CSS, designed for professional workflows.
- Deployment: Fully containerized on Hugging Face Spaces.
🚀 Quick Start
To run PragmaLens locally:
git clone [https://huggingface.co/spaces/jamalinu/PragmaLens-AI](https://huggingface.co/spaces/jamalinu/PragmaLens-AI)
cd PragmaLens-AI
docker build -t pragmalens-ai .
docker run -p 7860:7860 pragmalens-ai
⚖️ License & Research
© 2026 Jamal Saghraoui. Licensed under the MIT License. This project is dedicated to the advancement of linguistic research and computational pragmatics.