Lorenc
Leci

Forward Deployed Engineer

Client-facing AI delivery, LLM platforms and agents, sovereign AI infrastructure

I take AI from the first client conversation to production: discovery and technical pre-sales, architecture, then LLM systems that run on the client's own hardware.

See the work Download the CV

Portrait of Lorenc Leci

Experience

Forward Deployed AI Engineer

Wiven AI Sàrl (Mediasoft Group), Sep 2025 to now

  • Client-facing delivery and technical pre-sales: discovery workshops, technical sessions and live demos with prospects alongside management, and the architecture, data-flow and hosting documents behind each proposal.
  • WivenERP: sovereign RAG assistant in Mediasoft's Swiss ERP that can run entirely on client hardware; every answer is traceable to validated documentation, and it declines when evidence is missing.
  • Invoice Extractor (AgentHub): build and maintain the agent that reads supplier invoices, including poor scans in FR/DE/IT/EN, into line-level VAT and analytic splits with a confidence score per line; a person approves every result.
  • RadioMaterial: product-data pipeline that reconciles four sources into one reviewed catalogue; a local LLM writes the copy and a review dashboard gates it before it reaches the ERP.

AI & Software Engineer

Mediasoft & Cie SA, Feb 2023 to Sep 2025

  • MAgentic ERP: built the multi-agent orchestration framework behind the AI agents of Mediasoft's AI-first ERP for Swiss SMEs.
  • GED Invoice Extractor and HRFlow: LLM + OCR pipelines that extract invoice data into the ERP, and automated data-processing engines for Swissdec-certified HR and payroll.
  • MS.ERP back-office: microservices, FastAPI REST APIs and the core database architecture of Mediasoft's ERP ecosystem.

Product pages: MAgentic ERP, HRFlow, GED Invoice Extractor

Selected work

All work

The lab

One Proxmox host whose 19 unprivileged containers and 3 VMs run every service, and three model servers, joined by a private Tailscale mesh. Nothing answers from the public internet, and an AI agent with shell access keeps the documentation current from live commands.

  • pveProxmox VE, 19 unprivileged LXC + 3 VMs, tiered ZFS

    The hypervisor that runs nothing itself: every service lives in one of its guests, so a compromised workload stays inside its container.

  • m4-miniApple M4 Mac Mini, 16 GB

    The mid-tier inference box: serves local models over the mesh to whatever is running on pve.

  • m1-miniApple M1 Mac Mini

    The second, smaller model server — older silicon that still earns its keep serving the small, fast tier.

  • gb10NVIDIA DGX Spark, GB10, 121 GiB unified (measured), access through Wiven AI

    One OpenAI-compatible endpoint with 26 model configurations behind it; models load on demand, only when they fit in memory, and unload when idle.

How the lab is built

Writing

All writing

About

I'm Lorenc, a forward deployed engineer based in Geneva, with 3+ years in a Swiss enterprise software group (Mediasoft, then its AI venture Wiven AI). I turn ambiguous problems into production software: LLM applications, agents, and the infrastructure that keeps them dependable. Right now I'm a Forward Deployed AI Engineer at Wiven AI, doing client-facing delivery and technical pre-sales — discovery workshops, technical sessions and live demos with prospects, and the architecture, data-flow and hosting documents behind each proposal — then building through to production.

My path has been deliberately international: a BSc and MSc in Computer Science & Engineering at Politecnico di Milano, with an MSc thesis in the USA and exchange semesters in Colombia and Spain, and now building for trust-sensitive Swiss industries. I work in five languages, and I'm drawn to ambitious problems, anywhere in the world, where software does the heavy lifting.

Languages: Albanian (native), Italian (native), English (C1), Spanish (C1), French (B2).

  • SpainUniversidad de CádizMSc Exchange Semester — Compilers & Optimisation
  • ColombiaUniversidad EAFITMSc Exchange Semester — Software Engineering & NLP
  • USAStony Brook UniversityMSc Exchange & Thesis — Cybersecurity Research

Contact

Open to full-time or contract roles in Geneva, remote, or with relocation. Write in English, French, Italian, Spanish or Albanian.

Email

lorenclecius@gmail.com

Phone

+41 78 440 66 20

CV

Read it here or download the PDF

Elsewhere

LinkedIn, GitHub, the journey map