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Welcome to Réseau Ouvert de Connaissances

Open-source AI-powered clinical assistant for human and veterinary medicine. MedAI / VetAI is an intelligent clinical assistant designed to support practitioners in real-time decision-making, documentation, and case analysis. It combines **audio transcription, natural language processing, and medical reasoning to provide a complete workflow for patient consultations.

Our projects : SantAI / MedAI / VetAI / PsychAI / DrugAI / ScribAI

Those are modules of an OPENSOURCE & FREE clinical assistant with:

  • EXPLICIT medical REASONING (thinking mode)
  • DYNAMIC knowledge base (up-to-date RAG)
  • GEOGRAPHIC CONTEXT (tropical medicine)
  • END-TO-END WORKFLOW (audio → diagnosis → prescription)
  • ONE HEALTH approach (human + veterinary)
  • GDPR-compliant (EU data protection)

MedAI / VetAI is built around the One Health concept — connecting human, animal, and environmental health.

We are free, not chaotic. Forks the source code, not the knowledge databases / contribute to it. No woke agendas. No corporate hijacks. Decisions are scientific. Mission To build tools that help practitioners — human and veterinary — make better, faster, and scientifically grounded decisions.

How It Works

Real-time consultation transcription
    Records the consultation audio between the practitioner and the patient (or owner in veterinary cases).
    Produces a complete, editable transcription for review.

Clinical analysis and synthesis
    Extracts key information: symptoms, medical history, ongoing treatments.
    Generates a comprehensive anamnesis.
    Suggests a differential diagnosis based on clinical data and curated scientific knowledge.

Therapeutic proposal
    Recommends treatment plans and prescriptions tailored to the patient/species.
    Automatically calculates dosages and treatment durations.
    Checks drug interactions and flags potential risks.

Documentation support
    Assists in writing clinical reports, transmission reports, and official documents.
    Prepares and structures clinical case presentations for teaching or review.

Integrated clinical workflow
    From audio consultation to documented treatment plan, the practitioner maintains full control over all decisions.
    AI suggestions are supportive only and never replace professional judgment.

Additional clinical features
    Integration of complementary exams: lab results, imaging, biometrics.
    Longitudinal patient follow-up: history of consultations, treatments, and progress.
    Connection with validated medical and veterinary databases for updated recommendations.
    Support for teleconsultations or hybrid consultations (audio + patient data).

Technical Features for Developers

Open-source under AI GPL v1 (based on AGPLv3).
Modular architecture: SantAI (core), MedAI (human medicine), VetAI (veterinary medicine).
Key modules:
    Audio-to-text transcription (multi-language support)
    NLP-based clinical reasoning (claude by Anthropic / gpt-oss / modular choice)
    Retrieval-Augmented Generation (RAG) datasets for knowledge verification
    Prescription and dosage engine
    Interaction check system for drugs and treatments
Designed for Python, FastAPI, and optional web interface.
Pull requests must be submitted to the official medAI GitHub repository to maintain scientific integrity.

KPL License — derived from AGPLv3. © 2025 — roc.re