[{"id":"derogy","title":"Derogy","description":"SaaS platform for photographers to find prospects and deliver photo galleries (derogy.julesgd.dev). Project abandoned due to lack of budget.","technologies":["WEB","SAAS","FULLSTACK"],"github":"https://derogy.julesgd.dev","order":4},{"id":"digits-recognition","title":"from-scratch-digits-recognition","description":"Implementation of a Multi-Layer Perceptron (MLP) in pure Python. Matrix calculation optimization using NumPy. Backpropagation and activation functions implemented without high-level frameworks.","technologies":["PYTHON","NUMPY","MATHS"],"github":"https://github.com/jules-gd-dev/from-scratch-digits-recognition","order":3},{"id":"klim","title":"Klim (WIP)","description":"Private work in progress. A local digital survival kit including a Wikipedia copy with images, a lightweight LLM, and repair tutorials. Designed to run smoothly offline on older hardware.","technologies":["SYSTEMS","OFFLINE","LLM","RUST"],"order":1},{"id":"silvya","title":"Silvya","description":"AI voice assistant designed to help young people detach from screens. Won the 'Coup de cœur' Start-up Toi-Même award. Abandoned due to lack of funding for hardware production.","technologies":["AI","PYTHON","HARDWARE"],"github":"https://github.com/Silvya-Labs/Silvya","order":2}]