Work

Answers Mediasoft ERP questions strictly from the official documentation, using hybrid RAG, and says when it doesn't know.

Answers grounded in retrieved subgraphs: a 7-crate Rust ontology graph-database with its own storage engine and hybrid retrieval.

Turns years of inbox history into scored, validated prospects and personalized outreach drafts — a human sends every one.

Drafts a priced quote in the owner's voice from an incoming request, then stops for approval — it never sends on its own.

Paste a job description, get a tailored, self-critiqued CV rendered to PDF — the tool that produced my own CV.

A personal AI lab spread across real machines — a Proxmox node, two Mac Minis and an NVIDIA DGX Spark GB10 serving local models — all meshed over Tailscale and driven from one terminal.

Merges four conflicting product-data sources into one catalogue; a local LLM drafts the copy and an editor approves each item before it reaches the ERP.

A private, multi-user AI workspace on company hardware — document RAG, no-code agents, MCP tool access and provider-agnostic model routing, with nothing leaving the building.

One governed connector per business system, reusable across any AI assistant — the platform and marketplace behind WivenAI's MCP-first strategy, live at agenthub.ch.