An executive who builds. 15+ years in business — 9 running a country operation — then a hands-on pivot into AI since 2023. I design and ship production AI, end to end.
Most people are either business leaders who can't build, or engineers who don't speak business. I do both — from self-hosted LLM/RAG infrastructure and fine-tuned models to the governance and business case around them. What I'm really good at isn't a tool: it's seeing how a system holds together — the structure, the dependencies, the logic underneath.
Roadmap, governance, KPIs & acceptance criteria, C-level presentations, team building, AI literacy programs.
LLMs, RAG, fine-tuning (LoRA), agent design, LLMOps — production, not prototypes.
Self-hosted stack — on-prem GPU, Ollama, Qdrant, Docker, LiteLLM, Tailscale/Cloudflare.
EU AI Act, GDPR, cloud IAM (GCP), secure LLM gateways, prompt-injection & PII scanning.
Sales leadership, key accounts, brand & go-to-market, full P&L ownership.
Voice, audio & video generation with automated content & podcast pipelines.
Multi-layer retrieval (RAPTOR), tiered recall and an evaluation harness on an on-prem GPU stack.
LoRA fine-tuning pipeline, dataset engineering and measurable accuracy gains for manufacturing quotes.
LiteLLM proxy + input/output scanning (prompt injection, PII) + append-only audit logging.
Read-only AI client with security hardening for safe AI-to-ERP data pipelines.
Launched a web shop — payment & courier API integrations, GDPR compliance, go-live.
Multi-agent research → script → voice, with multimodal audio/video generation.