AI Engineer & Delivery Lead

Portfolio 2026

Odran Husson

01point cloud

2013 — 2018

Starting points

Unix systems and networks, then a work-study engineering degree. Ten years of full-stack before any of this was called AI — PHP, Node, C#, and the first CI/CD pipeline I built because the company had none.

02edges

Redspher · Luxembourg · 2018 — 2023

Structure

Five years in Luxembourg, promoted from consultant to Product Manager. Four products, five cross-functional teams, two Product Owners — and still writing code: REST APIs, architecture decisions, and machine learning in Python and TensorFlow.

03unlit faces

Things people actually use

Shipped

A B2B ordering platform built from zero to 1,000+ daily users, with 60% of the customer base moved off phone orders. Automated E2E testing cut hotfixes by 30%. Production incidents on one SaaS went from ten a day to ten a month.

04one key light

AI SmartTalk · since 2024

Intelligence

I wrote the proof of concept, then industrialised it: RAG on PostgreSQL and pgvector, agentic workflows, bidirectional MCP, self-hosted open models. Roughly 60% of the product code is mine, running assistants in 37 languages.

How I build it

05concrete

Out of Business · AnonDocs · teaching

And the rest

A game I am building. An open-source PII anonymiser cited by Wired Italia. An eleven-module generative-AI curriculum whose slides are generated from code and versioned in Git. The build is never really finished.

Out of Business

RAG
pgvector
Agentic workflows
MCP
TypeScript
Python
PostgreSQL
Kubernetes
Self-hosted models
Delivery

Survey

Numbers I can point at the commit for

01
10+
Years shipping
Full-stack since 2013 — PHP, Node, C#, then Python.
02
37
Languages live
Assistants answering in production on AI SmartTalk.
03
~60%
Of the codebase
Proof of concept through industrialisation. Still mine.
04
1,000+
Daily users
B2B ordering platform, zero to a thousand. 60% off the phone.
05
30×
Fewer incidents
One SaaS, from ten production incidents a day to ten a month.
06
11
Course modules
Generative-AI curriculum. Slides generated from code, in Git.