~/workconsulting · Luxembourg & the Greater Region
Make your systems observable — and keep your data in Europe.
I'm Sitraka Forler, a systems architect in Luxembourg City. I help financial-sector and scale-up teams see what their infrastructure is really doing — fewer blind spots, quieter on-call, telemetry that never leaves the EU. Co-founder of LuxAIOps.
Three ways to work together
fixed scope · clear priceObservability Audit
€5,900fixed, all in
I map your stack end-to-end, find the blind spots and noisy alerts, and hand you a prioritized reliability roadmap you can act on — with or without me.
- Full review of metrics, logs, traces & on-call
- Prioritized roadmap + quick wins
- Fixed scope, fixed price — no surprises
Fractional Observability Lead
On requestfrom €1,200/day
Embedded with your team a few days a month to level up observability and reliability — instrumentation, SLOs, on-call, and the culture around them.
- SLOs, dashboards & alerting people actually trust
- On-call that doesn't burn the team out
- Senior firepower without a full-time hire
Team Workshop
€1,5001 day
A hands-on day that gets your engineers fluent in modern observability and AIOps — from first principles to your own stack.
- Metrics, logs, traces & AIOps, hands-on
- Tailored to your tools and pain points
- Delivered in English or French
How it starts
1 · Intro call
A 30-minute call to understand your systems and what hurts. Free, no pitch.
2 · Scope
I write a short proposal — clear scope, deliverables and price. You decide.
3 · Ship
We start. You get something useful in weeks, not quarters.
Why me
- Co-founder of LuxAIOps — EU-hosted, AI-augmented observability.
- Technical mentor at Nexus Luxembourg 2026.
- At home in the LHOFT financial-technology ecosystem.
- Systems architect · École Centrale Marseille · based in Luxembourg City.
Track record
~/experience2025 — today
Systems Architect & AIOps · POST Luxembourg
Observability architecture across Splunk, Zabbix, Grafana, Prometheus & ELK; CMDB service modeling; automated incident response; ML-driven anomaly detection.
2023 — today
Visiting Professor & Lecturer · IAE Metz · Centrale Méditerranée · AMSE
Teaching Data Science for Finance, Machine Learning, Deep Learning and Transformers.
2023 — 2025
Senior Data Scientist · REVEALS SA
LLMs from POC to production; data engineering and architecture for finance departments.
2022 — 2023
Consultant, Data & Digital Transformation · Square Management
Avaloq core-banking automation; AWS/Airflow data warehouses; regulatory reporting (AIFM, FGDL, IFRS 9).
2021 — 2022
Data Scientist / Web Analyst · VirtualExpo Group
NLP on product catalogues; predictive models and traffic KPI dashboards.
2020
Industrial Engineer — Data Analyst · STMicroelectronics
Real-time production dashboards (TIBCO Spotfire, R, .NET); automated KPI reporting; predictive-maintenance models in Python & SQL to forecast tool breakdowns.
A few questions
- Do you work remotely?
- Yes — remote across Europe, and on-site in Luxembourg and the Greater Region.
- Which sectors?
- Mostly financial services, fintech and scale-ups — anywhere reliability and data sovereignty matter.
- English or French?
- Both. Calls, workshops and docs in either language.
Articles & essays
I write about European digital sovereignty, AI in finance and observability for Luxembourg's financial sector. A few selected pieces.
- European digital sovereignty: why Luxembourg cannot do without itAGEFI Luxembourg, November 2025
- The end of the euphoria, the start of the debt? AI against balance sheets and regulatorsAGEFI Luxembourg, July 2026
- Digital sovereignty and artificial intelligence: two analyses in AGEFI LuxembourgCommunauté des Français du Luxembourg, December 2025
- What AI really asks of company leaders: data governance, organisation, executionCommunauté des Français du Luxembourg, June 2026
- Beyond RAG: the road to production-ready agentic AIMedium
- Eliza, the first chatbot (1964), and a lesson beyond the hypeMedium
- AIX by IBM: still relevant in 2025? Enterprise-grade UNIX in practiceMedium
Something on your mind?
The intro call is free and there's no pitch. Worst case, you get a second opinion on your systems.
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