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AI Knowledge Agent Platform for Organizational Acceleration

Deeptech – Knowledge Mapping & Open Science

AI platform for intelligent, real-time knowledge mapping—collaborative boost and R&D acceleration via advanced vector embeddings and workflow automation.

100%

Knowledge Mapping

95%

Workflow Automation

90%

Reproducibility

100%

Academic Integration

Knowledge Mapping Impact

Advanced AI and data science workflows for academic research

Project Details

Client

Weeki.io

Sector

Deeptech – Knowledge Mapping & Open Science

Year

2023–2025

Key Technologies

PythonReactWebGLPostGIS

Mission

Research Scientist – AI / Machine Learning & Data Science Workflows

Knowledge Mapping & Open Science

Founder Experience / Lille & Paris, France

Development of open-science software: creation of a knowledge mapping solution dedicated to organizing and advanced visualization of knowledge from academic research. Optimization of scientific workflows through automation of bibliographic management, state-of-the-art writing, geolocation and structuring of resources through robust data science pipelines.

Contexte & Environnement

WEEKI.IO, a deeptech startup in partnership with the University of Lille, faced major challenges in knowledge mapping and scientific workflow optimization. The complexity of organizing heterogeneous academic resources, combined with the need for open-science methodologies and scalable SaaS infrastructure, required advanced AI and data science solutions.

Team

Multidisciplinary team including researchers, data science engineers, software developers, product managers, and AI experts

Environment

React/Next.js frontend, PHP Symfony backend, AWS with Kubernetes/Docker, PostGIS/TileServer

Objectifs Cles

1Dynamic cartographic generation by theme, discipline or methodology with WebGL visualization

2Complete automation of research-publication cycle with systematic storage and versioning

395% workflow automation and 90% reproducibility of research data

4Advanced visualization with WebGL, Tangram, Maplibre, and Leaflet for interactive knowledge maps

5Scalable SaaS infrastructure for academic and entrepreneurial collaboration

Technologies & Infrastructure

PythonRMATLABJupyter NotebooksWebGLTangramMaplibreLeafletTableauPower BIReactNext.jsPHP SymfonyAWSKubernetesDockerMySQLPostGIS

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