Amine

Python, LLM application architecture, retrieval pipelines, typed tool-use, e-commerce integrations (Shopify, WooCommerce), and self-hosted inference in France on open-source models.

Practical LLM guardrails: confidence calibration, bounded tool-use, and what the EU AI Act really means once an agent is answering real customers in production.

Bynevo Labs: AI agents for French online shops that answer pre-purchase questions and after-sales support, one dedicated instance per merchant, hosted in France on a French open-source model.

Talking shop about e-commerce conversion, pre-sale and after-sale automation, and self-hosting LLMs in the EU. Say hi if you run a support desk or build agent tooling.