I ship AI agents that actually work.

I'm Jérémy - Freelance AI Engineer & co-founder of DiscutAI. I build customer-facing agents that live in production, not in demos: context engineering, memory, tool safety, observability. Production is the real test - and the part most people skip.

Scroll — the good stuff is downstream
AI EngineeringAgents in ProdContext EngineeringLLM ArchitectureMLOpsModern Data StackAWS Solutions ArchitectProduction-firstAI EngineeringAgents in ProdContext EngineeringLLM ArchitectureMLOpsModern Data StackAWS Solutions ArchitectProduction-first

I've spent the last two years pushing AI agents into the messy reality of production - where hallucinations cost money, memory matters, and "it worked in the demo" doesn't cut it.

Today I run an AI customer service SaaS called DiscutAI. Handling 15,000 messages a day. That's where I learned what actually breaks - and how to build things that don't.

Jérémy Surget, AI Engineer

Before AI agents, I shipped ML models, built Modern Data Stack platforms from scratch, and earned multiples AWS certification.

I also run a Data Engineering unit at an engineering school - because teaching forces you to understand what you actually know.

Things I've shipped, not pitched.

Also on the CV
  • Data Engineer @ Invivo
  • ML Engineer @ Octo
  • Released a 2M+ user application
  • Data Eng lecturer @ engineering school
  • AWS Solutions Architect — certified

Built it. Shipped it. Run it.

Most AI projects fail because someone forgot there's a production after the demo. I didn't. Having worked end-to-end — infra, data, models, agents — I've learned where things tend to bite in production.

01 — AI Engineering

Agents that survive real users

Context eng · Memory · Tool safety · Observability · Langchain/Langgraph
02 — LLM Architecture

Patterns that don't collapse at scale

RAG · Multi-agent · Routing · Fallbacks · Guardrails
03 — Machine Learning

Model lifecycle, deployment, drift

Training · Serving · Monitoring · MLOps
04 — Data Engineering

Modern Data Stack, start to finish

Airbyte · dbt · Dagster · Redshift · Airflow · ELT/ETL
05 — Cloud & Infra

AWS Solutions Architect and Data Eng certified

AWS · Terraform · Pulumi · IaC · Serverless
06 — DevOps & Delivery

CI/CD pipelines that ship safely

GitLab CI · GitHub Actions · Docker · Testing · Release mgmt
07 — Communication

Tech ↔ business translation

Workshops · Tech writing · Stakeholder mgmt
08 — Teaching

Data Eng unit lead · engineering school

Teaching · Mentoring
CO-FOUNDER · DiscutAI

AI customer support,
on WhatsApp.

We deploy AI agents that handle customer conversations end-to-end — where customers already are. Not a widget. Not a chatbot. They check orders, send emails, book meetings — they don't just reply, they resolve.

44+
Active clients
15K
AI messages / day
24/7
Autonomous service
Bonjour, ma commande #4821 n'est pas arrivée 😕
Je regarde ça tout de suite, Claire. Votre colis est en transit — livraison prévue demain avant 18h. Je vous envoie le lien de suivi ?
Oui merci !
— Let's build something —

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