Epistemic Noise

About

AI engineer. Conversational systems. A bias toward questions.

I'm Aissam Outchakoucht. I build conversational AI, publish open resources for Moroccan Darija, and write: sometimes two-minute notes on building AI systems, sometimes longer essays on what we think we know, sometimes long-form project writeups with the working parts left in.

Now

The short version

I currently work as an AI specialist, after three years at Affiniti AI in London building conversational systems for mental health, and a stretch as head of R&D at MonarkIT in Marrakech.

I started Darija Open Dataset, still one of the largest open Darija ⇆ English resources for NLP. I'm a certified TensorFlow Developer. I use Python. I keep a public trail of projects, papers, and notes.

Path

From cryptography to conversation

  1. 01

    2025–now · Casablanca

    AI Specialist, inwi

    Conversational AI inside a telecommunications company: production systems, not slides.

  2. 02

    2022–2025 · London

    Conversational AI Specialist, Affiniti AI

    AI for mental health. Helping therapists deliver better outcomes to more patients.

  3. 03

    2019–2022 · Marrakech

    Head of R&D, MonarkIT

    Chatbots and voice assistants. Built conversational products and the research behind them.

  4. 04

    2017–2022 · ENSEM, Casablanca

    PhD, IoT security & machine learning

    Access control, blockchain, and ML for the Internet of Things.

  5. 05

    2014–2016 · Mohammed V University, Rabat

    MSc, Cryptography and Information Security

    The cryptographic and security foundations that still shape how I think about systems.

Stack

What I build with

I build AI systems from model to production: inference, retrieval, speech, GPU workloads, APIs, and the infrastructure that keeps them running.

LLM Systems · Retrieval · Speech AI · GPU Infrastructure

Machine Learning

  • Python
  • PyTorch
  • Hugging Face
  • scikit-learn
  • NumPy
  • CUDA

AI Engineering

  • FastAPI
  • vLLM
  • Transformers
  • OpenAI API
  • MCP
  • MLflow

Infrastructure

  • Docker
  • Kubernetes
  • Linux
  • Nginx
  • AWS
  • Google Cloud
  • Git
  • GitHub Actions
  • Prometheus
  • Grafana
  • Terraform
  • NVIDIA GPU Operator

Data & Retrieval

  • PostgreSQL
  • Redis
  • MongoDB
  • Qdrant
  • MinIO
  • Elasticsearch

Papers

Selected publications

A compact list of the three most cited papers. Citation counts from Google Scholar (2026). Full texts live on arXiv and the journals.

Google Scholar →

See all publications on Google Scholar →