Independent AI Researcher, AI Strategy Consultant and Infrastructure Architect

Connecting AI strategy with secure infrastructure, agentic systems, governance and evidence-backed implementation.

Enterprise infrastructure and cybersecurity form the foundation of the advisory work. See the career background for the scope of previous roles.

Explore the work, its sources and its limits. Authored research and software are not independent endorsements.

Based in Cologne, Germany. Available for engagements in Vienna and across DACH.

AI Specialist

Cybersecurity Expert

Infrastructure Architect

Strategic Leader

Cologne · Vienna · Remote-EU · EN / DE

Available: open to engagements, interim roles, advisory briefs

Discuss a brief Try Calixa — career terminal

Calixa is an interactive assistant for exploring Roble Mumin’s professional background, projects and research. Answers should refer to public evidence and acknowledge uncertainty. Consult the original sources for qualifications, publication status and project limitations.

Explore the work, its sources and its limits. Authored research and software are not independent endorsements.

AI strategy, agentic delivery, governance discipline — Cologne, DACH and remote-EU

What I build

Eval harnesses and reliability instrumentation for agent pipelines. EU AI Act readiness work for regulated operators. Claude Code and Codex rollouts with named scope and documented review gates. Research-to-production handovers that survive a compliance review.

Where I help

Leadership teams evaluating AI delivery. Regulated organisations needing governance and audit trails. Public-sector and enterprise IT environments. Teams moving from AI experiments to operational systems.

Proof of work

Calixa — a live retrieval-augmented career terminal you can ask questions about my background. The Evidence Library — public documents, frameworks and supporting material. The terminal layer — a working command interface, not a mockup. The Zork integration — a working Z-machine inside the terminal. Governance discipline visible in evidence-bounded answers and audit-readable documentation across the site.

Evidence and documentation

Twenty years in enterprise IT sit underneath: distributed systems, infrastructure, cybersecurity. Every claim on this page maps to a library document, release telemetry, or code you can read. No autonomy theatre. No unreproducible demos. Just agentic systems with scope, evals, review gates, and audit trails.

Built for

The advisory approach connects AI risk assessment, technical documentation, human oversight and operational controls. Applicable duties depend on the system, organizational role and jurisdiction; this is not a guarantee of compliance.

Leadership teams evaluating AI delivery — strategy → architecture → governance, with named ownership at each gate.
Regulated organisations needing governance and audit trails — eval harnesses, decision logs, release evidence, three-lines-of-defence framing.
Public-sector or enterprise IT environments — distributed-systems hygiene, security architecture, identity and access discipline.
The research provides a starting point for questions about infrastructure and model evaluation. Any deployment requires its own evidence and validation.

Proof points

Explore the work, its sources and its limits. Authored research and software are not independent endorsements.

Calixa is an interactive assistant for exploring Roble Mumin’s professional background, projects and research. Answers should refer to public evidence and acknowledge uncertainty. Consult the original sources for qualifications, publication status and project limitations.
Evidence Library — public documents, frameworks, and supporting material behind the claims on this site.
Terminal layer — a working IBM 3270-style command interface, not a mockup. Slash commands, history, paged output, the lot.
Zork integration — a working JSZM Z-machine inside the terminal. Save, restore, walkthrough links — the whole 1980 stack.
Security and governance are advisory topics, not guarantees of legal compliance, certification or regulatory approval.

Practice areas by city

Region-specific engagement pages, in German and English. Each city has both a DE and an EN page linked via hreflang.

Cologne / Köln

Vienna / Wien

Tooling specialties

Professional experience, skills and certifications live on the About page →

AI-assisted tools are used in this website and its demonstrations. This does not establish that every task is AI-orchestrated or that results are independently validated.

Roble Mumin — Independent AI Researcher, AI Strategy Consultant and Infrastructure Architect