
Matthieu Guirlinger · Remote · Grand Est · Luxembourg
Freelance Tech Lead, from architecture to production.
15 years designing and building web projects for large organisations and public-sector bodies.
Available from January 2027 · contract or project
I’ve worked on their projects, at agencies or as part of their teams
Where I can help
Products & business applications
A new product, or an application to take back in hand: I lay solid foundations and move the team forward on them, from the first release to a product that lasts.
- From MVP to a product that scales
- Team lead or senior reinforcement
- Pragmatic architecture, sized to the real need
- Code audits and technical debt reduction
- NestJS
- Next.js
- React
- React Native
- TypeScript
- PostgreSQL
AI agents in production
I design and integrate agents into your existing applications: orchestration, human review, evaluation, controlled rollout.
- Agent architecture (workflows, RAG, multi-agent)
- Human-in-the-loop and guardrails
- Evaluation and observability: traces, costs, answer quality
- Integration with your systems and existing tools (APIs, MCP servers)
- LangChain
- LangGraph
- Langfuse
- Agent Skills
- MCP
Institutional & editorial websites
Large audiences, complex data structures, heavy integrations: websites that must handle the load and keep evolving for years, on industrialised WordPress, traditional or headless.
- Advanced architectures, deeply integrated with your systems (SSO, CRM, ERP, business APIs)
- Roots stack (Bedrock, Sage, Radicle), multisite at scale
- Headless: WordPress or Payload CMS, on Next.js or Astro
- Audits, agency reinforcement, client-side support for your tenders
- WordPress
- Multisite
- Roots
- Payload CMS
- WPGraphQL
- Astro
A turnkey AI agent project? For a fixed-price project rather than a contract, head to Hexalor.Coming soon
Building with AI agents, without losing control of the code
I work with agents every day (Claude Code, Codex) and roll them out to teams with the framework they need: a harness that makes agents predictable, verifiable and safe. Teams move faster without lowering their standards.
Harness engineering
I start with a simple harness that improves and grows session after session, so agents work with the same context as your team.
Skill-based workflows
Review on two axes: code standards and fidelity to the functional need.
- Business alignment
- Vertical-slice tickets
- Test-first
- Review
Deterministic guardrails
The model is probabilistic, the checks are not: the agent proposes, they decide.
Code that stays maintainable
Producing code has never been faster, and architecture choices have never mattered more: they are what keeps the code readable and easy to evolve.
- Rollout in your team
- Workflow audit
- Developer coaching
Selected projects
- AutomotiveWordPress · Roots · Node.js · Meilisearch2026 · Automotive
- HumanitarianLaravel · Vue.js · PostgreSQL · Twilio2026 · Humanitarian
- DigitalLangGraph · LangChain · TypeScript2026 · Digital
- InsuranceNestJS · Next.js · PostgreSQL2025 · Insurance
- LuxuryNext.js · tRPC · PostgreSQL2025 · Luxury
- Public sectorNext.js · WordPress · Auth02024 · Public sector
- AutomotiveNext.js · Node.js · GraphQL2023 · Automotive
- FinanceNext.js · React Native · Node.js · WordPress2022 · Finance
Career
- EixowebFounder & full-stack developerGrand Est · Luxembourg2013 — 2018
- af83Lead developerParis · remote2018 — 2020
- unfluxTech LeadParis · remote2020 — 2026
- IndependentFreelance Tech LeadRemote · Grand Est · Luxembourg2027
CNAM Lorraine · Software Architect & Designer degree2013
Understand, decide, build
I am accountable for the project's technical consistency, from the first architecture choices to changes in production. That happens in the code, and in conversation: with the client and business teams to understand the need, with the team to decide together, with external partners to connect the pieces, coordinate integrations and keep the whole thing coherent.
With the client and business teams
Workshops, trade-offs, estimates: I translate business needs into technical choices, and make those choices clear to everyone.
With the team
Code review, standards, documentation, upskilling: a team that ships, grows, and stays autonomous after I leave.
With partners
Vendors, agencies, IT teams: I frame interfaces and integrations, all the way to acceptance testing.
In the code
Architecture, critical parts and delivery: breaking down the work, holding priorities and a steady release pace. I stay hands-on every day.
Frequently asked questions
What kind of engagements do you take on?
Tech Lead or senior developer contracts: joining an existing team, or starting a project from scratch on my own. Also code audits and helping teams move to AI-assisted development. Within a team, I bring a technical framework and help everyone level up.
Can you step in for short engagements?
Yes. Alongside longer contracts, I take on short needs: a code or architecture audit, a review of a technical decision before committing to it, unblocking a specific problem, setting up a harness for working with AI agents, or a few days a month supporting a team.
Do you work remotely or on site?
Mostly remotely, with occasional trips to Paris, the Grand Est region and Luxembourg.
Do you work in Luxembourg?
Yes. Based in Moselle, close to the border, I work with Luxembourg clients, remotely as well as on site.
What happens at the end of the engagement?
I prepare the handover from day one rather than in the last week: documented architecture decisions, reviewed and tested code, written conventions, and developers who took part in the choices. When I leave, the team knows the project and can keep evolving it without depending on me.
Can you take over an existing project?
Yes. I start with a code and architecture audit to understand what holds up and what slows things down, then propose a prioritised plan: what we fix right away, what we evolve, and what we leave as it is. The goal is to get the project back on track without rewriting everything.
How do you handle security?
With a security-by-design approach: least-privilege access, secrets management, input validation, monitored dependencies, code review and automated tests. For AI agents, add tools with restricted permissions, human approval of sensitive actions, and control over the data sent to models.
Do you work with the public sector?
Yes. I have led several projects for public bodies and know their requirements: accessibility (RGAA), eco-design (RGESN), GDPR and public procurement. I can also support you on the client side of your tenders: drafting the technical specifications, then reviewing the bids.
A project to scope, a team to strengthen?
A few lines about your context are enough. I reply within 24 hours to set up a first 30-minute call, with no commitment.
- Emailmatthieu@guirlinger.comReply within 24 hours
- LinkedInlinkedin.com(new tab)A first informal chat