Roble Mumin

Calixa source reader

职业背景与研究来源

经批准的公开摘录保留原始语言。这些是精选记录,并非完整简历。职业资料由本人提供;出版物可公开访问并不等于经过独立评审。

Professional profile and availability

Roble Mumin: Independent AI Researcher, AI Strategy Consultant and Infrastructure Architect. Based in Cologne, Germany. Available for engagements in Vienna and across DACH. 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.

Approved public professional profile; source language: English. Original public profile

Enterprise IT background (en)

The current practice (AI strategy, agentic delivery, governance discipline with an audit trail) sits on twenty years of enterprise IT. It did not start as AI work. It started with distributed systems and network infrastructure, moved through cybersecurity architecture and incident response, and only arrived at AI strategy once those lower layers were second nature.

Approved public professional self-report; source language: en. Original public profile

Enterprise IT background (de)

Die heutige Praxis (KI-Strategie, agentische Umsetzung, Governance-Disziplin mit Auditspur) fußt auf zwanzig Jahren Enterprise-IT. Sie begann nicht als KI-Arbeit. Sie begann mit verteilten Systemen und Netzwerkinfrastruktur, ging über Cybersecurity-Architektur und Incident Response, und fand erst zur KI-Strategie, als diese unteren Ebenen selbstverständlich waren.

Approved public professional self-report; source language: de. Original public profile

Professional evidence excerpts

Professional positioning and scope

Roble Mumin describes his work as independent AI research, AI consulting and infrastructure architecture. Enterprise infrastructure and networking experience preceded his recent AI research and development. This career span must not be presented as decades of AI experience. Technical integration and AI-assisted development are distinguished from independently verified expertise in every named programming language.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Director AI Strategy — Flexcon IT, June–October 2025

The September 2026 CV describes AI platform architecture, Docker-based containerisation, infrastructure planning and evaluation metrics for voice AI systems at Flexcon IT. Responsibilities included technology-partner selection, business models and internal compliance/data-protection structures. These responsibilities do not establish achieved, certified or guaranteed regulatory compliance.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Manager and Prokurist — KPMG, June 2022–July 2024

The CV describes enterprise-network architecture design and review for public-sector clients, technical workstream leadership and quality assurance of architecture/concept documents. It also describes tender evaluation, bid-team coordination, technical proposals and planning work within project teams. These are documented responsibilities, not evidence of customer endorsements or confidential project details.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Parallel operations appointment, March 2018–May 2025

The CV records Director Strategic Operations work at Oceanic Bay Hotel & Resort / Mandhari Villa, Tanzania and Zanzibar, alongside technical roles. Responsibilities included staff, budgets, vendors, customer experience and international business coordination, with IT, marketing and communications advice. The appointment overlaps other roles; it does not establish full-time presence in each location.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Business Unit Director Network and Unified Communication, May 2016–February 2018

At Inforsacom Logicalis, the CV describes business-unit planning, strategy and profit-and-loss reporting; technology, services and supplier strategy; and collaboration with CTO, sales and marketing on portfolios, forecasts and business development. An October 2017 security article is described as appearing in an FAZ publishing supplement, not necessarily independent newspaper editorial endorsement.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

BWI Systeme engineering and management, April 2008–April 2016

The September 2026 CV groups successive senior network/security engineering, Network Operations/Internal IT team leadership and storage/backup/network department-management roles. The more detailed approved career records distinguish Manager Storage Infrastructure, January–December 2013, from Manager Storage & Network Infrastructure, January 2014–April 2016. The condensed CV does not supersede those separate dates or establish a combined title in 2013.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Earlier infrastructure career

The September 2026 CV records ServiceXpert consultant/network-engineer work from July 2005–March 2008, including SAP portal load balancing, SASPF datacentre relocation and network security. It records Fundamental Consulting network-engineer work from August 2003–June 2005, and German Armed Forces/Luftwaffe systems/network engineering from November 1996–May 2003. These are historical professional activities, not current military affiliation.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

IU Akademie continuing education, 2024–2025

Four supplied IU Akademie course certificates record Deep Learning, Machine Learning, Programming with Python and Seminar: Current Topics in AI, studied 30 October 2024–28 February 2025 and issued 31 March 2025. They document completion of those individual courses and do not establish a completed master's degree.

Evidence type
Supplied course-certificate copies inspected locally; issuer status not checked online
Source version
Supplied certificate copies

IU Akademie AI Consulting continuing education, 2024–2025

An owner-supplied IU Akademie Weiterbildungszeugnis records Roble Mumin's successful participation in Weiterbildung AI Consulting, an individual-module course from the M.Sc. Artificial Intelligence programme, from 30 October 2024 to 28 February 2025. It lists Seminar: Current Topics in AI, Programming with Python, Deep Learning and Machine Learning, states that one module corresponds to 200 teaching units, and is dated 29 April 2025. This documents completed continuing education in AI Consulting; it does not establish a completed M.Sc. degree, a regulated professional licence or independent professional outcomes.

Evidence type
Owner-supplied Weiterbildungszeugnis inspected locally; issuer status not independently checked online
Source version
Weiterbildungszeugnis dated 29 April 2025

Historical certification and course evidence

The supplied records include an ITIL Foundation examination certificate dated 18 January 2008, and a Cisco Certified Security Professional certificate marked valid through 11 June 2009. Other Cisco material refers to CCNA achievement. Windows 2000 records document course completion in 2001; course certificates alone do not establish the separate MCSE credential. These historical documents do not establish current certification status, and they do not establish any medical qualification. Absence of such evidence is not proof that another qualification does not exist.

Evidence type
Supplied historical certificate/course copies inspected locally; no present issuer verification
Source version
Supplied certificate copies

Languages and technical environment

The September 2026 CV self-reports German as native, English as fluent and Swahili as basic. It lists architecture, integration and AI-assisted development involving Python, Rust and TypeScript, and work with containers, observability, networking, identity, storage and backup. These statements are not formal language examinations or independent proficiency scores.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Public career information

A public professional profile is available at https://roblemumin.com/about.html. These sanitized professional excerpts add source-qualified career information; they are not a full CV download. Private CV files, annexes, contact details, signatures and personal identifiers are not offered by this public source. This access choice does not establish that no CV exists.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Independent AI researcher and AI consultant

The September 2026 CV records Roble Mumin as an Independent AI Researcher & AI Consultant, self-employed from November 2025 to the source document’s present, based in Cologne, Germany. This is the dated professional self-report, not a retroactive title for earlier appointments.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Roble Mumin’s documented IICP relationship

In the September 2026 CV, Roble Mumin describes himself as founder and maintainer of the Intent-based Inter-agent Communication Protocol (IICP). He records creating its protocol specification, publishing Python, TypeScript and Rust SDKs, and maintaining directory services, documentation and conformance material. He records releasing the IICP Management Foundation as a developer preview with typed policy contracts, deterministic evaluation and planning, a domain-local controller, and a CLI. These are self-reported project responsibilities and releases, not independent evidence of a team-management role, commercial deployment or achieved reliability guarantee.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Roble Mumin’s documented YNM relationship

In the September 2026 CV, Roble Mumin records creating YNM, an evidence-backed review methodology: a provider-neutral method to assess engineering claims against traceable evidence and record supported, contradicted and unresolved findings. He also records publishing evidence-based development tools including YNM. The CV identifies version 1.4.0 as an experimental research release. Method creation and tool publication describe the documented relationship; they do not establish sole implementation of every component or a guaranteed evaluation outcome.

Evidence type
Owner-supplied professional CV; self-report, not independent validation
Source version
September 2026 CV

Research source notes

IICP: Provider-Neutral Infrastructure for Intelligence Virtualization

Architecture report on separating a requested machine-intelligence capability from provider selection. It describes directories, eligibility constraints, direct client dispatch, provider acceptance, policy and conformance. Its limitations distinguish shared-lineage tests from independent implementations and leave adoption, performance, security and market effects as empirical questions.

Authorship
Mumin, Roble
Evidence type
report
Date
2026-08-25
Version
v1.0.1
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

Open Markets, Strategic Perimeters: Economic Power in the European Union, the United States and China

Working paper comparing strategic-economic authority and vulnerability in the EU, US and China across twelve policy fields and seven cases, with an evidence snapshot of 3 September 2026. It distinguishes formal authority from observed use and inputs from outcomes. Its decision framework and reproducibility materials are author-provided; comparative observations do not establish a causal GDP effect or an independently validated ranking.

Authorship
Mumin, Roble
Evidence type
workingpaper
Date
2026-09-04
Version
v1.1
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

QULT-C: Layered Computational Ontology for Quantum Cosmology

Theoretical quantum-cosmology framework presenting the COSI layered architecture, Planck-native units and computational representations. Section 10.4 identifies toy-model parameters and unconstrained speculative extensions. Demonstrations show computational expressibility, not precise validated cosmological predictions. The inspected edition states that it had not undergone formal peer review; this is the author’s version-specific statement, not a claim about all later events.

Authorship
Mumin, Roble
Evidence type
report
Date
2026-03-16
Version
v1.337lulz
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

Transfer Learning for Medical Imaging

Preprint discussing transfer learning for endoscopic imaging and edge AI. Although the abstract uses experimental language, Appendix III.2 describes internal numerical simulations with model assumptions. The reported up-to-40-percent reduction concerns training time, not a 40-percent accuracy improvement. It does not establish clinical deployment, medical certification or regulatory approval; independent clinical validation is not established by this work.

Authorship
Mumin, Roble
Evidence type
report
Date
2025-08-09
Version
v2.2.5
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

EU Council Presidency Analysis - 2026 Edition

AI-assisted quantitative analysis of EU Council presidencies, combining a historical KPI database, claim registry and reproducibility workflow. The paper distinguishes workflow checks from external empirical validation of its KPI estimates and says predictive accuracy requires later fact checking. Reader simulation or author-led validation is not independent peer review.

Authorship
Mumin, Roble
Evidence type
report
Date
2026-04-15
Version
v1.0.2
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

Voynich Grammar and Domain Profiles

Voynich manuscript study of role-frequency patterns, transition grammar and domain profiles, including a leave-one-folio-out classification experiment. It compares structural hypotheses and documents taxonomy revisions. The analysis is not established decipherment or a demonstrated translation of the manuscript.

Authorship
Mumin, Roble
Evidence type
report
Date
2026-03-20
Version
v0.98
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

Voynich Symbol Roles

Voynich manuscript study using EVA-transcribed glyph clusters, positional frequency and functional-role hypotheses. It discusses subjective role assignment and the need for cross-transcription replication. Reported structural regularities do not establish a proven decipherment.

Authorship
Mumin, Roble
Evidence type
report
Date
2026-03-20
Version
v0.96
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

The Meta Cube Architecture

Modular computing-architecture proposal built around generational cube assemblies and lifecycle/governance mechanisms. The abstract explicitly says no prototypes exist and that performance, cost and sustainability values are simulation-derived projections. They must not be described as measured production hardware outcomes.

Authorship
Mumin, Roble
Evidence type
report
Date
2026-01-14
Version
v1.337lulz
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

LODAR: Orbital Debris Mitigation & Recycling

Concept for routing orbital debris, electromagnetic deceleration near Earth–Moon L2 and lunar material processing. The work presents phased feasibility and verification requirements with illustrative order-of-magnitude calculations. It does not establish an operating debris-removal or recycling system.

Authorship
Mumin, Roble
Evidence type
report
Date
2026-01-02
Version
v1.337lulz
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

Optimus Markov Prime Conjecture

Probabilistic-analytic framework for generating pseudo-prime sequences using prime-gap statistics and global density feedback. Numerical simulations and forecast examples are not a proof of a number-theoretic conjecture or a universally exact replacement for primality testing.

Authorship
Mumin, Roble
Evidence type
report
Date
2025-12-16
Version
v1.33.7lulz
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

Inference Stack Degradation Theory

Inference Stack Degradation Theory proposes a falsifiable hypothesis about autoregressive propagation of numerical variation under load and a Prompt Weather Index monitoring construct. It separates prior empirical work from its own conjecture. It is not evidence diagnosing the cause of a particular Calixa timeout or output failure.

Authorship
Mumin, Roble
Evidence type
report
Date
2025-12-13
Version
v1.5
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

R.E.A.D. × TV Framework

Conceptual addendum integrating R.E.A.D. modules with the Teleological Vectors framework attributed to Royse (2025). The document describes an ethico-teleological alignment formulation. Attribution to the earlier framework must be retained; the formal proposal does not establish validated universal ethical alignment.

Authorship
Mumin, Roble
Evidence type
report
Date
2025-12-02
Version
v1.4
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

Custom GPT Guide

Engineering guide for modular custom-GPT workflows, including retrieval, iterative development, resource management and evaluation. Its instructional examples describe possible systems, not additional facts about Roble’s employment, credentials or completed customer projects.

Authorship
Mumin, Roble
Evidence type
report
Date
2025-10-12
Version
v1.2
Review status
Independent peer review not established by the deposit/ORCID metadata; consult the version-specific statement below where present.

Original publication record Read the publication PDF

Localized professional records

These sections preserve the site’s approved public wording in each supported language.

Experience — en

career phases

period

2024 – Present

description

AI Strategy & Executive Leadership

period

2016 – 2024

description

Business Management & Operations

period

2012 – 2016

description

Team Leadership & Management Development

period

2008 – 2012

description

Network Engineering & Technical Expertise

period

1996 – 2008

description

Military Service & IT Foundation

experience

title

Director AI Strategy

company

Flexcon-IT GmbH & Co. KG

period

June 2025 – October 2025

description

The career record describes AI platform architecture and international business planning. Regulatory topics describe work scope, not a certification of compliance.

highlights

Designed cloud-native, multi-tenant AI platform for real-time speech processing and workflow automation

IICP is independent research by Roble Mumin, separate from the employer deliverables described here.

Built containerized production infrastructure using Kubernetes, Docker, Traefik with Prometheus/Grafana observability

Defined global SaaS and white-label business models for international market expansion

Managed cross-regional teams across Europe, Asia, and the Americas

Oversaw GDPR, HIPAA, EU-MDR compliance strategies with zero-trust architecture integration

Established strategic partnerships with channel partners, vendors, and consultancies

title

AI and Prompt Engineering | Educational AI Initiatives

company

Independent Research

period

August 2024 – May 2025

description

Advanced AI engineering expertise through development of AI-driven systems. Built specialized AI frameworks for leadership assessment, geopolitical analysis, and cybersecurity across various industries.

highlights

Developed AI frameworks for leadership qualities evaluation, propaganda detection, and misconduct investigation

Created specialized AI models: CLAP, PROGUARD, SherlockGPT, and READ for strategic decision-making

Independent analysis of EU Council presidencies using generative AI; not a Commission appointment or endorsement.

Focused on scaling AI solutions to drive innovation, operational efficiency, and client engagement

Prepared for leadership and customer-facing roles in AI industry

title

Manager Cyber Security (Defense)

company

KPMG AG

period

June 2022 – July 2024

description

Led cybersecurity initiatives for German high-stakes customers, including advanced network design and threat assessment frameworks. Authored thought leadership on AI applications in governance and public sector consulting.

highlights

Led cybersecurity initiatives for German high-stakes customers

Authored articles on AI in performance assessments and political research

Spearheaded zero trust architecture integration for public and defense sector clients

Developed comprehensive IT Security Concepts and conducted thorough Threat Assessments

Provided expert guidance on network redesign initiatives and cyber response planning

title

Director Strategic Operations

company

Oceanic Bay Hotel & Resort Ltd. / Mandhari Villa Ltd.

period

March 2018 – May 2025

description

Parallel directorship in family-owned hospitality businesses in Tanzania, providing strategic oversight in operations, customer experience, and international business relations during critical expansion and crisis management.

highlights

Oversaw business development of Oceanic Bay Hotel in Bagamoyo, Tanzania

Spearheaded completion of Mandhari Villa Hotel construction project in Zanzibar

Secured $1.4 million facility to support business case for both hotels

Managed financial oversight, vendor negotiations, and workforce planning

Strategically managed operations during COVID-19 pandemic to maintain financial stability

title

Associate Project Director

company

BWI GmbH

period

September 2018 – January 2019

description

Directed implementation of Cyber Defense Command Infrastructure for the German Armed Forces, orchestrating solutions to enhance cyber defense capabilities through complex stakeholder engagement.

highlights

Coordinated development and delivery of Cyber Defense Command Infrastructure (later CIR)

Served as Delivery Project Executive for critical infrastructure project for German Armed Forces

Collaborated with German Ministry of Defence and internal BWI teams

Ensured project alignment with Bundeswehr's strategic objectives and technical requirements

title

Business Unit Director - Network Unified Communication & Security

company

Inforsacom Logicalis GmbH

period

May 2016 – February 2018

description

Led development of enhanced cybersecurity services, focusing on managed network, unified communication, endpoint protection and SIEM. Established managed cybersecurity consulting practice.

highlights

Developed and implemented enhanced cybersecurity services portfolio

Partnered with Cisco and IBM for automated security solutions using SIEM and Umbrella/Talos intelligence

Delivered solutions to mid-market clients through strategic vendor partnerships

Established managed cybersecurity consulting practice with endpoint protection and security operations

Authored article on managed security in Frankfurter Allgemeine Zeitung

title

Manager Storage & Network Infrastructure

company

BWI Systeme GmbH

period

January 2014 – April 2016

description

Directed enterprise-scale infrastructure operations across four strategic datacentres (Bonn, Cologne, Strausberg, Wilhelmshaven) for German Federal Defence Force. Led multiple departments managing critical storage, network, and security infrastructure with service delivery excellence focus.

highlights

Managed 3000+ TB primary storage pool and 65,000+ weekly backup jobs across four datacentre locations

Led IBM Tivoli Storage Manager Version 5 to Version 6 migration for operational backup service

Directed storage virtualization migration to IBM SAN Volume Controller (SVC) and IBM XIV Grid Storage

Implemented converged network infrastructure for future SAN/LAN traffic transport with Cisco Systems

Established comprehensive monitoring using IBM Tivoli Network Manager (ITNM) across all locations

Designed AAA solutions (Cisco Secure ACS + IBM Tivoli Identity Manager) for enterprise authentication

Built compliance infrastructure using Device Expert and syslog-ng logging across four datacentres

Led 'Rz LAN' project: complete network redesign to standardized Cisco platform across all locations

Administered network infrastructure for Federal Defence Force Project Hercules

Managed multiple teams: Storage/Backup, Network Operations, Internal IT, and Security Engineering

title

Manager Storage Infrastructure

company

BWI Systeme GmbH

period

January 2013 – December 2013

description

First management role overseeing storage and backup infrastructure department. Managed enterprise storage services across four datacentre locations with focus on service delivery excellence and operational optimization.

highlights

Led Storage & Backup Infrastructure Department across four datacentre locations

Managed 3000+ TB enterprise storage infrastructure and backup services

Implemented transparent monitoring infrastructure for complete service portfolio

Standardized reporting with fixed KPIs and optimized staff management

Developed customized service offerings and streamlined service request processes

Oversaw corporate governance, compliance management, and issue resolution

title

Team Leader Internal IT

company

BWI Systeme GmbH

period

April 2012 – December 2012

description

Led internal IT team managing company headquarters infrastructure and next-generation client deployment. Focused on designing standardized, secure, and compliant internal IT systems.

highlights

Managed internal IT staff and operations at company headquarters in Meckenheim

Designed and deployed next-generation BWI Systeme client infrastructure

Implemented centralized patch management and security management systems

Established compliance frameworks including encryption and interface security

Standardized hardware and software portfolios for optimized support

Managed client provisioning, software deployment, and lifecycle management

title

Team Leader Network Operations

company

BWI Systeme GmbH

period

September 2010 – March 2012

description

Led network operations team managing network infrastructure across four federal defence datacentres. Supervised network hardware, software, security, and monitoring operations with focus on Project Hercules implementation.

highlights

Managed network operations across datacentre locations in Bonn, Cologne, Strausberg, and Wilhelmshaven

Supervised network infrastructure hardware and software operations

Coordinated network release management and security implementations

Implemented comprehensive network monitoring infrastructure using IBM Tivoli Network Manager

Led Project Hercules network infrastructure administration

Managed dispatching of network changes, incidents, and maintenance activities

title

Senior Network & Security Engineer

company

BWI Systeme GmbH

period

April 2008 – September 2010

description

Senior network engineer specializing in enterprise network infrastructure and security for federal defence systems. Provided technical expertise for network architecture, security implementations, and major infrastructure projects.

highlights

Designed and implemented AAA solutions using Cisco Secure ACS integrated with IBM Tivoli Identity Manager

Developed compliance solutions based on Device Expert and syslog-ng logging infrastructure

Implemented network monitoring infrastructure using IBM Tivoli Network Manager (ITNM)

Led network infrastructure projects for Federal Defence Force Project Hercules

Designed and migrated heterogeneous network infrastructure to standardized Cisco platform

Obtained Cisco Security Professional (CCSP) and Network Associate (CCNA) certifications

title

Network Engineer / Consultant

company

BWI Systeme GmbH

period

June 2005 – January 2009

description

Network engineer providing technical expertise for federal defence network infrastructure. Supported implementation and maintenance of critical network components and participated in major network modernization projects.

highlights

Migrated SAP Enterprise Portal from Cisco CSS to ACE Series Load-balancer for German Federal Defence

Relocated SASPF Data Centre including technical upgrade of all network core elements

Designed and implemented WLAN infrastructure with VPN remote access capabilities

Provided network consulting and IT services for Bundeswehr SASPF project

Managed approximately 15,000 network ports based on Cisco Systems hardware

Established campus backbone network for German Airforce base in Cologne-Wahn

title

Consultant / Network Engineer

company

ServiceXpert GmbH

period

July 2005 – March 2008

description

Consultant and Network Engineer providing specialized technical services to major clients including German Federal Defence Force, ESG, Adam Opel GmbH, and Airbus Germany. Delivered tailored enterprise solutions leveraging network engineering and security expertise.

highlights

Migrated SAP Enterprise Portal Application from Cisco CSS to ACE Series Load-balancer for Bundeswehr

Relocated SASPF Data Center for Bundeswehr, including technical upgrade of all network core elements

Obtained Cisco Certified Security Professional (CCSP) certification

Designed and implemented WLAN infrastructure with VPN remote access for Opel Service Training Centers

Conducted RFID implementation feasibility study and evaluation for Airbus Cargo Logistics

Provided ongoing consulting and IT services for Bundeswehr's SASPF project

title

Network Engineer

company

Fundamental Consulting GmbH

period

August 2003 – June 2005

description

Network Engineer specializing in large-scale network infrastructure for major clients. Obtained foundational Cisco CCNA certification and managed complex network deployments for high-profile venues and federal defence projects.

highlights

Obtained Cisco Certified Network Associate (CCNA) certification for solid networking foundation

Set up and maintained Ethernet and Long Reach Ethernet installation for Messe Köln (Cologne Fair)

Provided IT services for SASPF project of German Ministry of Defence in Bonn

Set up and maintained campus backbone for German Airforce base in Cologne-Wahn

Managed approximately 15,000 network ports based on Cisco Systems hardware

Applied skills to design, implement, and maintain complex network infrastructures ensuring optimal performance

title

Tech Sergeant (NCO) / System & Network Engineer

company

Federal Defence Force / Airforce (Bundeswehr / Luftwaffe)

period

November 1996 – May 2003

description

System and Network Engineer (NCO) in German Federal Defence Force contributing to modernization and optimization of military IT infrastructure. Led complex IT projects and initiatives during critical technology transition period.

highlights

Participated in pilot/feasibility project for Federal Defence Force Wide Active Directory domain based on Windows 2000

Completed Cisco Certified Network Professional (CCNP) Training and Microsoft Certified Systems Engineer (MCSE) certification

Established encrypted, satellite-based connection for German troops in Uzbekistan and Afghanistan

Designed Active Directory domain structure and migrated existing GAFCOM Windows NT domain structure

Managed IT and network relocation for staff GAFCOM and migrated several Windows NT domains

Upgraded deployed Lotus Domino R4 architecture to Lotus Domino R5

Designed and operated Windows NT based domain with Lotus Domino infrastructure implementation

Expanded and upgraded deployed servers and network components within staff GAFCOM

Skills — en

skill domains

title

AI Strategy & Innovation

skills

Transfer Learning for Medical Imaging — The paper explores transfer learning for medical imaging and capsule endoscopy. Read the research and its assumptions before applying the findings.

IICP is an open, Apache-2.0 protocol for intent-based discovery and provider selection. Execution uses a negotiated binding; component maturity is documented separately.

Security and governance are advisory topics, not guarantees of legal compliance, certification or regulatory approval.

GPT-Based Frameworks (CLAP, PROGUARD, SherlockGPT, READ)

Training time, diagnostic precision and clinical performance are different measures. The paper must be checked for its methods, baselines and limitations; no numerical outcome is asserted here.

Prompt Engineering & Custom AI Models

AI Ethics & Bias Mitigation

title

Cybersecurity & Defense

skills

Enterprise Cybersecurity & Zero-Trust Architecture

SIEM & Threat Intelligence (Umbrella/Talos)

Federal Defense Infrastructure Architecture (Cyber Command, GAFCOM)

Network Security Operations (15,000+ Ports)

Authentication & Identity Management (AAA, Cisco Secure ACS, ITIM)

Compliance & Logging Infrastructure (Device Expert, syslog-ng)

title

Infrastructure & Technology

skills

Cloud-Native Infrastructure (Kubernetes, Docker, Traefik)

Multi-Datacenter Leadership (4-Location Operations)

IBM Enterprise Technologies (Tivoli Suite, SAN Volume Controller, XIV Grid)

Storage & Backup Architecture (3000+ TB, 65,000+ Weekly Jobs)

Active Directory Migration & Domain Architecture

Network Engineering & Infrastructure Design

title

Leadership & Management

skills

Cross-Cultural Team Leadership (Europe, Asia, Americas, Tanzania)

Project Management & Strategic Planning (Multi-Million € Programs)

Crisis & Financial Management (COVID-19, Funding Challenges)

Vendor Partnership Development (Cisco, IBM, HPE, Secunet, Meraki)

Multi-Department Operations (Storage, Network, IT, Security)

Federal Defense Stakeholder Management

title

Business & Operations

skills

Business Strategy & International Operations (Hospitality, Defense)

Construction & Facility Management ($1.4M Hotel Projects)

Hospitality Business Operations (International Properties)

International Market Development & Expansion

Strategic Business Development & Partnerships

Thought Leadership & Technical Writing (AI, Cybersecurity)

certifications

IU Akademie continuing-education certificate (Weiterbildungszeugnis) for successful participation in Weiterbildung AI Consulting, an individual-module course from the M.Sc. Artificial Intelligence programme; studied 30 October 2024–28 February 2025, issued 29 April 2025. It records Seminar: Current Topics in AI, Programming with Python, Deep Learning and Machine Learning. It documents continuing education, not a completed master’s degree or a regulated professional licence.

Cisco Certified Security Professional (CCSP) - Historical

Cisco Certified Network Associate (CCNA) - Historical

Windows 2000 MCSE-track course completion (2001); inspected course records do not establish the separate MCSE credential.

ITIL Foundation in IT Service Management — 18 January 2008 (historical certificate; current status not established)

languages

name

German

level

Native

name

English

level

Fluent

name

Swahili

level

Conversational

specializations

name

Independent AI Researcher, AI Strategy Consultant and Infrastructure Architect

name

Enterprise Security Leader

name

Infrastructure Architect

name

AI Governance & Compliance

name

Federal Defense Technology Leader

name

International Business Operations

Experience — de

career phases

period

2024 – Heute

description

AI Strategy & Executive Leadership

period

2016 – 2024

description

Unternehmensführung & Betriebsmanagement

period

2012 – 2016

description

Teamführung & Managemententwicklung

period

2008 – 2012

description

Network Engineering & Fachkompetenz

period

1996 – 2008

description

Militärdienst & IT-Grundlagen

experience

title

Director AI Strategy

company

Flexcon-IT GmbH & Co. KG

period

Juni 2025 – Oktober 2025

description

Der berufliche Werdegang beschreibt KI-Plattformarchitektur und internationale Geschäftsplanung. Regulatorische Themen bezeichnen den Arbeitsumfang, keine Konformitätsbescheinigung.

highlights

Konzeption einer Cloud-nativen, mandantenfähigen AI-Plattform für Echtzeit-Sprachverarbeitung und Workflow-Automatisierung

IICP ist unabhängige Forschung von Roble Mumin, getrennt von den hier beschriebenen Arbeitgeberleistungen.

Aufbau containerisierter Produktionsinfrastruktur mit Kubernetes, Docker, Traefik und Prometheus/Grafana Observability

Definition globaler SaaS- und White-Label-Geschäftsmodelle für internationale Marktexpansion

Leitung länderübergreifender Teams in Europa, Asien und Amerika

Verantwortung für DSGVO-, HIPAA- und EU-MDR-Compliance-Strategien mit Zero-Trust Architecture

Aufbau strategischer Partnerschaften mit Channelpartnern, Herstellern und Beratungsunternehmen

title

AI & Prompt Engineering | AI-Forschungsprojekte

company

Unabhängige Forschung

period

August 2024 – Mai 2025

description

Entwicklung AI-basierter Systeme mit Fokus auf spezialisierte Frameworks für Leadership Assessment, geopolitische Analyse und Cybersecurity-Anwendungen.

highlights

Entwicklung von AI Frameworks für Führungskräfte-Assessment, Propaganda-Analyse und Compliance-Untersuchungen

Erstellung spezialisierter AI Models: CLAP, PROGUARD, SherlockGPT und READ für strategische Entscheidungsunterstützung

Unabhängige Analyse von EU-Ratspräsidentschaften mit generativer KI; kein Auftrag oder Gütesiegel der Kommission.

Skalierung von AI-Lösungen für operative Effizienz und Kundenengagement

Vorbereitung auf Führungspositionen im AI-Bereich

title

Manager Cyber Security (Defense)

company

KPMG AG

period

Juni 2022 – Juli 2024

description

Leitung von Cybersecurity-Projekten für deutsche Hochsicherheitskunden mit Schwerpunkt auf Netzwerkarchitektur und Bedrohungsanalyse. Fachpublikationen zu AI-Anwendungen in Governance und öffentlicher Verwaltung.

highlights

Leitung von Cybersecurity-Projekten für Hochsicherheitskunden in Deutschland

Fachpublikationen zu AI in Performance Assessment und politischer Forschung

Integration von Zero-Trust Architecture für Kunden im öffentlichen Sektor und Defense

Entwicklung von IT-Sicherheitskonzepten und Durchführung von Bedrohungsanalysen

Beratung zu Network Redesign und Cyber Response Planning

title

Director Strategic Operations

company

Oceanic Bay Hotel & Resort Ltd. / Mandhari Villa Ltd.

period

März 2018 – Mai 2025

description

Geschäftsführung in Hospitality-Unternehmen in Tansania mit Verantwortung für Betriebsführung, internationale Geschäftsbeziehungen und Krisenmanagement während Expansions- und Pandemiephasen.

highlights

Geschäftsentwicklung Oceanic Bay Hotel in Bagamoyo, Tansania

Abschluss des Bauprojekts Mandhari Villa Hotel in Sansibar

Akquisition von Finanzierung in Höhe von 1,4 Mio. USD für beide Hotelprojekte

Finanzaufsicht, Lieferantenverhandlungen und Personalplanung

Krisenmanagement während COVID-19-Pandemie zur Sicherung finanzieller Stabilität

title

Associate Project Director

company

BWI GmbH

period

September 2018 – Januar 2019

description

Leitung der Implementierung der Cyber Defense Command Infrastructure für die Bundeswehr mit komplexem Stakeholder Management.

highlights

Koordinierung der Entwicklung und Bereitstellung der Cyber Defense Command Infrastructure (später CIR)

Delivery Project Executive für kritisches Bundeswehr-Infrastrukturprojekt

Zusammenarbeit mit Bundesverteidigungsministerium und internen BWI-Teams

Sicherstellung der Ausrichtung an strategischen Zielen und technischen Anforderungen

title

Business Unit Director - Network Unified Communication & Security

company

Inforsacom Logicalis GmbH

period

Mai 2016 – Februar 2018

description

Aufbau von Cybersecurity-Services mit Fokus auf Managed Network, Unified Communication, Endpoint Protection und SIEM. Etablierung einer Managed Cybersecurity Consulting Practice.

highlights

Entwicklung eines Cybersecurity-Dienstleistungsportfolios

Partnerschaften mit Cisco und IBM für automatisierte Sicherheitslösungen mit SIEM und Umbrella/Talos Intelligence

Bereitstellung von Lösungen für mittelständische Kunden

Aufbau einer Managed Cybersecurity Consulting Practice

Fachpublikation zu Managed Security in der Frankfurter Allgemeinen Zeitung

title

Manager Storage & Network Infrastructure

company

BWI Systeme GmbH

period

Januar 2014 – April 2016

description

Leitung unternehmensweiter Infrastrukturbetriebe über vier Rechenzentren (Bonn, Köln, Strausberg, Wilhelmshaven) für die Bundeswehr. Verantwortung für Storage-, Netzwerk- und Sicherheitsinfrastruktur.

highlights

Verwaltung von 3000+ TB Storage und 65.000+ wöchentlichen Backup-Jobs über vier Rechenzentren

Migration von IBM Tivoli Storage Manager Version 5 auf Version 6

Storage-Virtualisierung mit IBM SAN Volume Controller (SVC) und IBM XIV Grid Storage

Implementierung konvergierter Netzwerkinfrastruktur für SAN/LAN-Transport mit Cisco Systems

Monitoring mittels IBM Tivoli Network Manager (ITNM) über alle Standorte

AAA-Lösungen (Cisco Secure ACS + IBM Tivoli Identity Manager) für Enterprise Authentication

Compliance Infrastructure mit Device Expert und syslog-ng Logging über vier Rechenzentren

Projekt 'Rz LAN': Netzwerk-Redesign auf standardisierte Cisco-Plattform über alle Standorte

Administration der Netzwerkinfrastruktur für Bundeswehr-Projekt Herkules

Führung mehrerer Teams: Storage/Backup, Network Operations, Internal IT, Security Engineering

title

Manager Storage Infrastructure

company

BWI Systeme GmbH

period

Januar 2013 – Dezember 2013

description

Erste Führungsposition mit Verantwortung für Storage- und Backup-Infrastruktur. Verwaltung von Enterprise Storage Services über vier Rechenzentren.

highlights

Leitung Storage- und Backup-Infrastruktur über vier Rechenzentren

Verwaltung von 3000+ TB Enterprise Storage Infrastructure und Backup Services

Implementierung transparenter Monitoring-Infrastruktur für Service Portfolio

Standardisierung des Reportings mit definierten KPIs

Entwicklung von Service-Angeboten und Optimierung von Service-Request-Prozessen

Corporate Governance, Compliance Management und Problemlösung

title

Teamleiter Internal IT

company

BWI Systeme GmbH

period

April 2012 – Dezember 2012

description

Leitung des Internal IT Teams für Unternehmenshauptsitz-Infrastruktur und Bereitstellung der nächsten Client-Generation mit Fokus auf Standardisierung und Compliance.

highlights

Verwaltung interner IT-Mitarbeiter und Betrieb am Hauptsitz in Meckenheim

Konzeption und Bereitstellung der Next-Generation Client Infrastructure für BWI Systeme

Implementierung zentralisierter Patch Management und Security Management Systeme

Etablierung von Compliance Frameworks inkl. Verschlüsselung und Interface Security

Standardisierung von Hardware- und Softwareportfolios

Verwaltung von Client Provisioning, Software Deployment und Lifecycle Management

title

Teamleiter Network Operations

company

BWI Systeme GmbH

period

September 2010 – März 2012

description

Leitung Network Operations Team für Netzwerkinfrastruktur über vier Bundeswehr-Rechenzentren. Verantwortung für Hardware, Software, Security und Monitoring mit Fokus auf Projekt Herkules.

highlights

Verwaltung Network Operations über Rechenzentren in Bonn, Köln, Strausberg und Wilhelmshaven

Verantwortung für Netzwerkinfrastruktur-Hardware und Softwarebetrieb

Koordinierung von Network Release Management und Security-Implementierungen

Implementierung von Network Monitoring Infrastructure mit IBM Tivoli Network Manager

Administration der Netzwerkinfrastruktur für Projekt Herkules

Verwaltung von Network Changes, Incidents und Maintenance Activities

title

Senior Network & Security Engineer

company

BWI Systeme GmbH

period

April 2008 – September 2010

description

Senior Network Engineer mit Spezialisierung auf Enterprise Network Infrastructure und Security für Bundeswehr-Systeme. Technische Expertise für Netzwerkarchitektur und Security-Implementierungen.

highlights

Konzeption und Implementierung von AAA-Lösungen mit Cisco Secure ACS integriert mit IBM Tivoli Identity Manager

Entwicklung von Compliance-Lösungen basierend auf Device Expert und syslog-ng Logging Infrastructure

Implementierung von Network Monitoring Infrastructure mit IBM Tivoli Network Manager (ITNM)

Netzwerkinfrastrukturprojekte für Bundeswehr-Projekt Herkules

Konzeption und Migration heterogener Netzwerkinfrastruktur zu standardisierter Cisco-Plattform

Zertifizierungen: Cisco Security Professional (CCSP) und Network Associate (CCNA)

title

Network Engineer / Consultant

company

BWI Systeme GmbH

period

Juni 2005 – Januar 2009

description

Network Engineer mit technischer Expertise für Bundeswehr-Netzwerkinfrastruktur. Unterstützung bei Implementierung und Wartung kritischer Netzwerkkomponenten sowie Netzwerk-Modernisierungsprojekte.

highlights

Migration SAP Enterprise Portal von Cisco CSS zu ACE Series Load-balancer für Bundeswehr

Verlagerung SASPF-Rechenzentrum inkl. technischem Upgrade aller Network Core Elements

Konzeption und Implementierung von WLAN Infrastructure mit VPN Remote Access

Netzwerkberatung und IT Services für Bundeswehr-SASPF-Projekt

Verwaltung von ca. 15.000 Netzwerkports basierend auf Cisco Systems Hardware

Aufbau Campus Backbone Network für Bundeswehr-Luftwaffenstützpunkt Köln-Wahn

title

Consultant / Network Engineer

company

ServiceXpert GmbH

period

Juli 2005 – März 2008

description

Consultant und Network Engineer mit spezialisierten technischen Services für Großkunden inkl. Bundeswehr, ESG, Adam Opel GmbH und Airbus Germany.

highlights

Migration SAP Enterprise Portal Application von Cisco CSS zu ACE Series Load-balancer für Bundeswehr

Verlagerung SASPF-Rechenzentrum für Bundeswehr inkl. Upgrade aller Network Core Elements

Zertifizierung: Cisco Certified Security Professional (CCSP)

Konzeption und Implementierung WLAN Infrastructure mit VPN Remote Access für Opel Service Training Centers

RFID Implementation Feasibility Study für Airbus Cargo Logistics

Beratung und IT Services für SASPF-Projekt der Bundeswehr

title

Network Engineer

company

Fundamental Consulting GmbH

period

August 2003 – Juni 2005

description

Network Engineer mit Spezialisierung auf großskalige Netzwerkinfrastruktur für Großkunden. Grundlegende Cisco CCNA-Zertifizierung und Verwaltung komplexer Network Deployments.

highlights

Zertifizierung: Cisco Certified Network Associate (CCNA)

Einrichtung und Wartung Ethernet- und Long Reach Ethernet-Installation für Messe Köln

IT Services für SASPF-Projekt des Bundesverteidigungsministeriums in Bonn

Einrichtung und Wartung Campus Backbone für Bundeswehr-Luftwaffenstützpunkt Köln-Wahn

Verwaltung von ca. 15.000 Netzwerkports basierend auf Cisco Systems Hardware

Konzeption, Implementierung und Wartung komplexer Netzwerkinfrastrukturen

title

Oberfeldwebel (Unteroffizier) / System & Network Engineer

company

Bundeswehr / Luftwaffe

period

November 1996 – Mai 2003

description

System- und Network Engineer (Unteroffizier) bei der Bundeswehr mit Beitrag zur Modernisierung militärischer IT-Infrastruktur während kritischer Technologie-Übergangsphase.

highlights

Teilnahme am Pilot-/Feasibility-Projekt für bundeswehrweite Active Directory Domain basierend auf Windows 2000

Abschluss Cisco Certified Network Professional (CCNP) Training und Microsoft Certified Systems Engineer (MCSE) Zertifizierung

Etablierung verschlüsselter, satellitenbasierter Verbindung für deutsche Truppen in Usbekistan und Afghanistan

Konzeption Active Directory Domain Structure und Migration GAFCOM Windows NT Domain Structure

Verwaltung IT- und Netzwerkverlagerung für Stab GAFCOM und Migration mehrerer Windows NT Domains

Upgrade Lotus Domino R4 Architecture auf Lotus Domino R5

Konzeption und Betrieb Windows NT-basierter Domain mit Lotus Domino Infrastructure

Erweiterung und Upgrade Server und Netzwerkkomponenten innerhalb Stab GAFCOM

Skills — de

skill domains

title

AI Strategy & Innovation

skills

Transfer Learning for Medical Imaging — Die Arbeit untersucht Transfer Learning für medizinische Bildgebung und Kapselendoskopie. Vor einer Anwendung sind die Forschung und ihre Annahmen zu prüfen.

IICP ist ein offenes Protokoll unter Apache-2.0 für intentbasierte Suche und Anbieterauswahl. Die Ausführung erfolgt über eine ausgehandelte Anbindung; der Reifegrad der Komponenten ist gesondert dokumentiert.

Sicherheit und Governance sind Beratungsthemen, keine Garantien für Rechtskonformität, Zertifizierung oder behördliche Zulassung.

GPT-basierte Frameworks (CLAP, PROGUARD, SherlockGPT, READ)

Trainingszeit, diagnostische Präzision und klinische Leistung sind unterschiedliche Maße. Methoden, Vergleichsbasis und Grenzen sind anhand der Publikation zu prüfen; hier wird kein Zahlenwert als Ergebnis behauptet.

Prompt Engineering & Custom AI Models

AI Ethics & Bias Mitigation

title

Cybersecurity & Defense

skills

Enterprise Cybersecurity & Zero-Trust Architecture

SIEM & Threat Intelligence (Umbrella/Talos)

Infrastrukturarchitektur für Bundeswehr (Cyber Command, GAFCOM)

Network Security Operations (15.000+ Ports)

Authentication & Identity Management (AAA, Cisco Secure ACS, ITIM)

Compliance & Logging Infrastructure (Device Expert, syslog-ng)

title

Infrastructure & Technology

skills

Cloud-Native Infrastructure (Kubernetes, Docker, Traefik)

Multi-Datacenter Operations (4 Standorte)

IBM Enterprise Technologies (Tivoli Suite, SAN Volume Controller, XIV Grid)

Storage & Backup Architecture (3000+ TB, 65.000+ wöchentliche Jobs)

Active Directory Migration & Domain Architecture

Network Engineering & Infrastructure Design

title

Leadership & Management

skills

Interkulturelle Teamführung (Europa, Asien, Amerika, Tansania)

Projektmanagement & strategische Planung (Programme im zweistelligen Millionenbereich)

Krisen- & Finanzmanagement (COVID-19-Pandemie, Finanzierungsprojekte)

Herstellerkooperationen (Cisco, IBM, HPE, Secunet, Meraki)

Bereichsübergreifende Leitung (Storage, Network, IT, Security)

Stakeholder Management für Bundeswehr-Projekte

title

Business & Operations

skills

Geschäftsstrategie & internationale Geschäftstätigkeit (Hospitality, Defense)

Bau- & Facility Management (Hotelprojekte 1,4 Mio. USD)

Hospitality Operations (internationale Immobilien)

Internationale Marktentwicklung

Strategische Geschäftsentwicklung & Partnerschaften

Fachpublikationen (AI, Cybersecurity)

certifications

Weiterbildungszeugnis der IU Akademie über die erfolgreiche Teilnahme an der Weiterbildung AI Consulting, einem Einzelmodullehrgang aus dem M.Sc. Artificial Intelligence; Lehrgang vom 30. Oktober 2024 bis 28. Februar 2025, ausgestellt am 29. April 2025. Belegt werden Seminar: Current Topics in AI, Programming with Python, Deep Learning und Machine Learning. Der Nachweis dokumentiert eine Weiterbildung, keinen abgeschlossenen Master und keine berufsrechtliche Zulassung.

Cisco Certified Security Professional (CCSP) - Frühere Zertifizierung

Cisco Certified Network Associate (CCNA) - Frühere Zertifizierung

Windows-2000-Kurse im MCSE-Ausbildungsgang (2001); die Kursnachweise belegen nicht die gesonderte MCSE-Zertifizierung.

ITIL Foundation in IT Service Management — 18. Januar 2008 (historisches Zertifikat; aktuelle Gültigkeit nicht belegt)

languages

name

Deutsch

level

Muttersprache

name

Englisch

level

Fließend

name

Swahili

level

Konversationsfähig

specializations

name

Unabhängiger KI-Forscher, KI-Strategieberater und Infrastrukturarchitekt

name

Enterprise Security Leadership

name

Infrastructure Architecture

name

AI Governance & Compliance

name

Technology Leadership (Bundeswehr)

name

International Business Operations

Experience — fr

career phases

period

2024 – Aujourd'hui

description

AI Strategy & Executive Leadership

period

2016 – 2024

description

Direction d'entreprise & gestion opérationnelle

period

2012 – 2016

description

Management d'équipe & développement du leadership

period

2008 – 2012

description

Network Engineering & expertise technique

period

1996 – 2008

description

Service militaire & bases IT

experience

title

Director AI Strategy

company

Flexcon-IT GmbH & Co. KG

period

Juin 2025 – Octobre 2025

description

Le parcours professionnel décrit l’architecture de plateformes IA et la planification commerciale internationale. Les sujets réglementaires décrivent le périmètre du travail, pas une certification de conformité.

highlights

Conception d'une plateforme AI cloud-native multi-tenant pour traitement vocal en temps réel et automatisation de workflows

IICP est un travail de recherche indépendant de Roble Mumin, distinct des livrables de l’employeur décrits ici.

Construction d'infrastructure de production containerisée avec Kubernetes, Docker, Traefik et Prometheus/Grafana Observability

Définition de modèles commerciaux SaaS et White-Label globaux pour expansion internationale

Direction d'équipes transfrontalières en Europe, Asie et Amérique

Responsabilité pour stratégies de compliance RGPD, HIPAA et EU-MDR avec Zero-Trust Architecture

Établissement de partenariats stratégiques avec partenaires de distribution, fabricants et cabinets de conseil

title

AI & Prompt Engineering | Projets de recherche AI

company

Recherche indépendante

period

Août 2024 – Mai 2025

description

Développement de systèmes basés sur AI avec focus sur frameworks spécialisés pour Leadership Assessment, analyse géopolitique et applications cybersécurité.

highlights

Développement d'AI Frameworks pour évaluation des dirigeants, analyse de propagande et enquêtes de compliance

Création d'AI Models spécialisés : CLAP, PROGUARD, SherlockGPT et READ pour support décisionnel stratégique

Analyse indépendante des présidences du Conseil de l’UE avec l’IA générative ; ni mandat ni approbation de la Commission.

Scaling de solutions AI pour efficacité opérationnelle et engagement client

Préparation pour postes de direction dans le domaine AI

title

Manager Cyber Security (Défense)

company

KPMG AG

period

Juin 2022 – Juillet 2024

description

Direction d'initiatives de cybersécurité pour clients allemands à enjeux critiques, incluant conception avancée de réseaux et cadres d'évaluation des menaces. Rédaction d'articles de leadership éclairé sur les applications AI dans la gouvernance et le conseil au secteur public.

highlights

Direction d'initiatives de cybersécurité pour clients allemands à enjeux critiques

Rédaction d'articles sur l'AI dans les évaluations de performance et la recherche politique

Pilotage de l'intégration de l'architecture Zero Trust pour clients des secteurs public et de la défense

Développement de concepts de sécurité IT complets et réalisation d'évaluations approfondies des menaces

Conseil expert sur les initiatives de refonte de réseaux et la planification de réponse cyber

title

Director Strategic Operations

company

Oceanic Bay Hotel & Resort Ltd. / Mandhari Villa Ltd.

period

Mars 2018 – Mai 2025

description

Direction parallèle dans entreprises hôtelières familiales en Tanzanie, assurant supervision stratégique des opérations, expérience client et relations commerciales internationales durant expansion critique et gestion de crise.

highlights

Supervision du développement commercial de l'Oceanic Bay Hotel à Bagamoyo, Tanzanie

Pilotage de l'achèvement du projet de construction du Mandhari Villa Hotel à Zanzibar

Obtention d'un financement de 1,4 million de dollars pour soutenir le business case des deux hôtels

Gestion de la supervision financière, des négociations avec les fournisseurs et de la planification des effectifs

Gestion stratégique des opérations durant la pandémie COVID-19 pour maintenir la stabilité financière

title

Associate Project Director

company

BWI GmbH

period

Septembre 2018 – Janvier 2019

description

Direction de la mise en œuvre de l'infrastructure du commandement de cyber-défense pour les Forces armées allemandes, orchestrant des solutions pour renforcer les capacités de cyber-défense via un engagement complexe des parties prenantes.

highlights

Coordination du développement et de la livraison de l'infrastructure du commandement de cyber-défense (ultérieurement CIR)

Responsabilité de la livraison de projet d'infrastructure critique pour les Forces armées allemandes

Collaboration avec le Ministère allemand de la Défense et les équipes internes BWI

Assurance de l'alignement du projet avec les objectifs stratégiques et exigences techniques de la Bundeswehr

title

Business Unit Director - Network Unified Communication & Security

company

Inforsacom Logicalis GmbH

period

Mai 2016 – Février 2018

description

Direction du développement de services de cybersécurité améliorés, se concentrant sur les réseaux gérés, la communication unifiée, la protection des endpoints et SIEM. Établissement d'un cabinet de conseil en cybersécurité géré.

highlights

Développement et mise en œuvre d'un portefeuille de services de cybersécurité améliorés

Partenariat avec Cisco et IBM pour solutions de sécurité automatisées utilisant SIEM et Umbrella/Talos Intelligence

Livraison de solutions aux clients mid-market via partenariats stratégiques avec fournisseurs

Établissement d'un cabinet de conseil en cybersécurité géré avec protection des endpoints et opérations de sécurité

Rédaction d'article sur la sécurité gérée dans le Frankfurter Allgemeine Zeitung

title

Manager Storage & Network Infrastructure

company

BWI Systeme GmbH

period

Janvier 2014 – Avril 2016

description

Direction des opérations d'infrastructure à l'échelle de l'entreprise dans quatre centres de données stratégiques (Bonn, Cologne, Strausberg, Wilhelmshaven) pour les Forces fédérales de défense allemandes. Direction de plusieurs départements gérant des infrastructures critiques de stockage, réseau et sécurité avec focus sur l'excellence de la prestation de services.

highlights

Gestion de plus de 3000 TB de pool de stockage primaire et 65 000+ tâches de sauvegarde hebdomadaires sur quatre sites de centres de données

Direction de la migration d'IBM Tivoli Storage Manager Version 5 vers Version 6 pour le service de sauvegarde opérationnel

Direction de la migration de virtualisation du stockage vers IBM SAN Volume Controller (SVC) et IBM XIV Grid Storage

Mise en œuvre d'infrastructure réseau convergée pour le transport futur du trafic SAN/LAN avec Cisco Systems

Établissement d'une surveillance complète utilisant IBM Tivoli Network Manager (ITNM) sur tous les sites

Conception de solutions AAA (Cisco Secure ACS + IBM Tivoli Identity Manager) pour l'authentification d'entreprise

Construction d'infrastructure de conformité utilisant Device Expert et journalisation syslog-ng sur quatre centres de données

Direction du projet 'Rz LAN' : refonte complète du réseau vers plateforme Cisco standardisée sur tous les sites

Administration de l'infrastructure réseau pour le Projet Hercules des Forces fédérales de défense

Gestion de plusieurs équipes : Stockage/Sauvegarde, Opérations réseau, IT interne et Ingénierie de sécurité

title

Manager Storage Infrastructure

company

BWI Systeme GmbH

period

Janvier 2013 – Décembre 2013

description

Premier poste de management supervisant le département d'infrastructure de stockage et de sauvegarde. Gestion des services de stockage d'entreprise sur quatre sites de centres de données avec focus sur l'excellence de la prestation de services et l'optimisation opérationnelle.

highlights

Direction du département Infrastructure de stockage et de sauvegarde sur quatre sites de centres de données

Gestion de plus de 3000 TB d'infrastructure de stockage d'entreprise et de services de sauvegarde

Mise en œuvre d'infrastructure de surveillance transparente pour l'ensemble du portefeuille de services

Standardisation des rapports avec KPI fixes et gestion optimisée du personnel

Développement d'offres de services personnalisées et rationalisation des processus de demande de service

Supervision de la gouvernance d'entreprise, de la gestion de la conformité et de la résolution des problèmes

title

Team Leader Internal IT

company

BWI Systeme GmbH

period

Avril 2012 – Décembre 2012

description

Direction de l'équipe IT interne gérant l'infrastructure du siège social de l'entreprise et le déploiement de clients de nouvelle génération. Focus sur la conception de systèmes IT internes standardisés, sécurisés et conformes.

highlights

Gestion du personnel et des opérations IT internes au siège social de l'entreprise à Meckenheim

Conception et déploiement de l'infrastructure client de nouvelle génération de BWI Systeme

Mise en œuvre de systèmes de gestion centralisée des correctifs et de gestion de la sécurité

Établissement de cadres de conformité incluant le chiffrement et la sécurité des interfaces

Standardisation des portefeuilles matériels et logiciels pour un support optimisé

Gestion de l'approvisionnement des clients, du déploiement de logiciels et de la gestion du cycle de vie

title

Team Leader Network Operations

company

BWI Systeme GmbH

period

Septembre 2010 – Mars 2012

description

Direction de l'équipe des opérations réseau gérant l'infrastructure réseau dans quatre centres de données de la défense fédérale. Supervision des opérations matérielles, logicielles, de sécurité et de surveillance du réseau avec focus sur la mise en œuvre du Projet Hercules.

highlights

Gestion des opérations réseau sur les sites de centres de données à Bonn, Cologne, Strausberg et Wilhelmshaven

Supervision des opérations matérielles et logicielles de l'infrastructure réseau

Coordination de la gestion des versions réseau et des mises en œuvre de sécurité

Mise en œuvre d'infrastructure de surveillance complète du réseau utilisant IBM Tivoli Network Manager

Direction de l'administration de l'infrastructure réseau du Projet Hercules

Gestion de la répartition des changements réseau, des incidents et des activités de maintenance

title

Senior Network & Security Engineer

company

BWI Systeme GmbH

period

Avril 2008 – Septembre 2010

description

Ingénieur réseau senior spécialisé dans l'infrastructure réseau d'entreprise et la sécurité pour les systèmes de défense fédérale. Expertise technique pour l'architecture réseau, les mises en œuvre de sécurité et les projets d'infrastructure majeurs.

highlights

Conception et mise en œuvre de solutions AAA utilisant Cisco Secure ACS intégré avec IBM Tivoli Identity Manager

Développement de solutions de conformité basées sur Device Expert et infrastructure de journalisation syslog-ng

Mise en œuvre d'infrastructure de surveillance réseau utilisant IBM Tivoli Network Manager (ITNM)

Direction de projets d'infrastructure réseau pour le Projet Hercules des Forces fédérales de défense

Conception et migration d'infrastructure réseau hétérogène vers plateforme Cisco standardisée

Obtention des certifications Cisco Security Professional (CCSP) et Network Associate (CCNA)

title

Network Engineer / Consultant

company

BWI Systeme GmbH

period

Janvier 2009 – Juin 2005

description

Ingénieur réseau fournissant une expertise technique pour l'infrastructure réseau de la défense fédérale. Support de la mise en œuvre et de la maintenance de composants réseau critiques et participation aux principaux projets de modernisation du réseau.

highlights

Migration du portail d'entreprise SAP de Cisco CSS vers ACE Series Load-balancer pour la Défense fédérale allemande

Relocalisation du centre de données SASPF incluant mise à niveau technique de tous les éléments du noyau réseau

Conception et mise en œuvre d'infrastructure WLAN avec capacités d'accès distant VPN

Conseil réseau et services IT pour le projet SASPF de la Bundeswehr

Gestion d'environ 15 000 ports réseau basés sur matériel Cisco Systems

Établissement du réseau backbone de campus pour la base de l'Armée de l'air allemande à Cologne-Wahn

title

Consultant / Network Engineer

company

ServiceXpert GmbH

period

Juillet 2005 – Mars 2008

description

Consultant et ingénieur réseau fournissant des services techniques spécialisés à des clients majeurs incluant les Forces fédérales de défense allemandes, ESG, Adam Opel GmbH et Airbus Germany. Livraison de solutions d'entreprise sur mesure exploitant l'expertise en ingénierie réseau et sécurité.

highlights

Migration de l'application portail d'entreprise SAP de Cisco CSS vers ACE Series Load-balancer pour la Bundeswehr

Relocalisation du centre de données SASPF pour la Bundeswehr, incluant mise à niveau technique de tous les éléments du noyau réseau

Obtention de la certification Cisco Certified Security Professional (CCSP)

Conception et mise en œuvre d'infrastructure WLAN avec accès distant VPN pour les centres de formation au service Opel

Réalisation d'étude de faisabilité et évaluation de mise en œuvre RFID pour la logistique cargo d'Airbus

Conseil continu et services IT pour le projet SASPF de la Bundeswehr

title

Network Engineer

company

Fundamental Consulting GmbH

period

Août 2003 – Juin 2005

description

Ingénieur réseau spécialisé dans l'infrastructure réseau à grande échelle pour clients majeurs. Obtention de la certification fondamentale Cisco CCNA et gestion de déploiements réseau complexes pour sites prestigieux et projets de défense fédérale.

highlights

Obtention de la certification Cisco Certified Network Associate (CCNA) pour une base solide en réseautage

Installation et maintenance d'installations Ethernet et Long Reach Ethernet pour Messe Köln (Foire de Cologne)

Prestation de services IT pour le projet SASPF du Ministère allemand de la Défense à Bonn

Installation et maintenance du backbone de campus pour la base de l'Armée de l'air allemande à Cologne-Wahn

Gestion d'environ 15 000 ports réseau basés sur matériel Cisco Systems

Application de compétences pour concevoir, mettre en œuvre et maintenir des infrastructures réseau complexes garantissant des performances optimales

title

Tech Sergeant (NCO) / System & Network Engineer

company

Federal Defence Force / Airforce (Bundeswehr / Luftwaffe)

period

Novembre 1996 – Mai 2003

description

Ingénieur système et réseau (NCO) dans les Forces fédérales de défense allemandes contribuant à la modernisation et l'optimisation de l'infrastructure IT militaire. Direction de projets et initiatives IT complexes durant une période critique de transition technologique.

highlights

Participation au projet pilote/faisabilité pour le domaine Active Directory des Forces fédérales de défense basé sur Windows 2000

Formation Cisco Certified Network Professional (CCNP) et certification Microsoft Certified Systems Engineer (MCSE)

Établissement de connexion cryptée par satellite pour les troupes allemandes en Ouzbékistan et en Afghanistan

Conception de la structure de domaine Active Directory et migration de la structure de domaine Windows NT GAFCOM existante

Gestion de la relocalisation IT et réseau pour le personnel GAFCOM et migration de plusieurs domaines Windows NT

Mise à niveau de l'architecture Lotus Domino R4 déployée vers Lotus Domino R5

Conception et exploitation de domaine basé sur Windows NT avec mise en œuvre d'infrastructure Lotus Domino

Expansion et mise à niveau des serveurs et composants réseau déployés au sein du personnel GAFCOM

Skills — fr

skill domains

title

AI Strategy & Innovation

skills

Transfer Learning for Medical Imaging — L’étude explore l’apprentissage par transfert pour l’imagerie médicale et l’endoscopie par capsule. Consulter la recherche et ses hypothèses avant d’appliquer ses résultats.

IICP est un protocole ouvert sous Apache-2.0 pour la découverte fondée sur l’intention et la sélection de fournisseurs. L’exécution utilise une liaison négociée ; la maturité des composants est documentée séparément.

La sécurité et la gouvernance sont des sujets de conseil, et non des garanties de conformité juridique, de certification ou d’autorisation réglementaire.

Frameworks basés sur GPT (CLAP, PROGUARD, SherlockGPT, READ)

Le temps d’entraînement, la précision diagnostique et les performances cliniques sont des mesures différentes. Vérifier les méthodes, références et limites de l’étude ; aucun résultat chiffré n’est affirmé ici.

Prompt Engineering & Custom AI Models

AI Ethics & Bias Mitigation

title

Cybersecurity & Defense

skills

Enterprise Cybersecurity & Zero-Trust Architecture

SIEM & Threat Intelligence (Umbrella/Talos)

Architecture d'infrastructure pour la Bundeswehr (Cyber Command, GAFCOM)

Network Security Operations (15.000+ ports)

Authentication & Identity Management (AAA, Cisco Secure ACS, ITIM)

Compliance & Logging Infrastructure (Device Expert, syslog-ng)

title

Infrastructure & Technology

skills

Cloud-Native Infrastructure (Kubernetes, Docker, Traefik)

Multi-Datacenter Operations (4 sites)

IBM Enterprise Technologies (Tivoli Suite, SAN Volume Controller, XIV Grid)

Storage & Backup Architecture (3000+ TB, 65.000+ jobs hebdomadaires)

Active Directory Migration & Domain Architecture

Network Engineering & Infrastructure Design

title

Leadership & Management

skills

Management d'équipes interculturelles (Europe, Asie, Amérique, Tanzanie)

Gestion de projet & planification stratégique (programmes à plusieurs millions d'euros)

Gestion de crise & management financier (pandémie COVID-19, projets de financement)

Coopérations avec fabricants (Cisco, IBM, HPE, Secunet, Meraki)

Direction interdépartementale (Storage, Network, IT, Security)

Stakeholder Management pour projets de la Bundeswehr

title

Business & Operations

skills

Stratégie d'entreprise & activités commerciales internationales (Hospitality, Defense)

Construction & Facility Management (projets hôteliers 1,4 M USD)

Hospitality Operations (immobilier international)

Développement de marchés internationaux

Développement stratégique & partenariats

Publications spécialisées (AI, Cybersecurity)

certifications

Attestation de formation continue (Weiterbildungszeugnis) de la IU Akademie confirmant la participation réussie à la formation AI Consulting, un module individuel du programme M.Sc. Artificial Intelligence ; formation suivie du 30 octobre 2024 au 28 février 2025, attestation délivrée le 29 avril 2025. Elle couvre Seminar: Current Topics in AI, Programming with Python, Deep Learning et Machine Learning. Elle atteste une formation continue, et non un master obtenu ni une autorisation professionnelle réglementée.

Cisco Certified Security Professional (CCSP) - Certification antérieure

Cisco Certified Network Associate (CCNA) - Certification antérieure

Cours Windows 2000 du parcours MCSE (2001) ; les attestations de cours ne prouvent pas la certification MCSE distincte.

ITIL Foundation in IT Service Management — 18 janvier 2008 (certificat historique ; validité actuelle non établie)

languages

name

Allemand

level

Langue maternelle

name

Anglais

level

Courant

name

Swahili

level

Conversationnel

specializations

name

Chercheur indépendant en IA, consultant en stratégie IA et architecte d’infrastructure

name

Enterprise Security Leadership

name

Infrastructure Architecture

name

AI Governance & Compliance

name

Technology Leadership (Bundeswehr)

name

International Business Operations

Experience — es

career phases

period

2024 – Presente

description

Estrategia de IA y Liderazgo Ejecutivo

period

2016 – 2024

description

Gestión Empresarial y Operaciones

period

2012 – 2016

description

Liderazgo de Equipos y Desarrollo Directivo

period

2008 – 2012

description

Ingeniería de Redes y Experiencia Técnica

period

1996 – 2008

description

Servicio Militar y Fundamentos de TI

experience

title

Director de Estrategia de IA

company

Flexcon-IT GmbH & Co. KG

period

Junio 2025 – Octubre 2025

description

La trayectoria profesional describe arquitectura de plataformas de IA y planificación comercial internacional. Los temas regulatorios describen el ámbito del trabajo, no una certificación de cumplimiento.

highlights

Diseñó plataforma de IA multi-tenant nativa en la nube para procesamiento de voz en tiempo real y automatización de flujos de trabajo

IICP es investigación independiente de Roble Mumin, separada de los entregables del empleador descritos aquí.

Construyó infraestructura de producción contenerizada utilizando Kubernetes, Docker, Traefik con observabilidad Prometheus/Grafana

Definió modelos de negocio SaaS global y white-label para expansión en mercados internacionales

Gestionó equipos interregionales en Europa, Asia y las Américas

Supervisó estrategias de cumplimiento GDPR, HIPAA, EU-MDR con integración de arquitectura de confianza cero

Estableció asociaciones estratégicas con socios de canal, proveedores y consultorías

title

Ingeniería de IA y Prompts | Iniciativas Educativas en IA

company

Investigación Independiente

period

Agosto 2024 – Mayo 2025

description

Avanzó en la experiencia en ingeniería de IA mediante el desarrollo de sistemas impulsados por IA. Construyó marcos de IA especializados para evaluación de liderazgo, análisis geopolítico y ciberseguridad en diversos sectores industriales.

highlights

Desarrolló marcos de IA para evaluación de cualidades de liderazgo, detección de propaganda e investigación de conductas indebidas

Creó modelos de IA especializados: CLAP, PROGUARD, SherlockGPT y READ para toma de decisiones estratégicas

Análisis independiente de las presidencias del Consejo de la UE mediante IA generativa; no es un encargo ni un respaldo de la Comisión.

Se enfocó en escalar soluciones de IA para impulsar innovación, eficiencia operacional y compromiso del cliente

Se preparó para roles de liderazgo y atención al cliente en la industria de IA

title

Gerente de Ciberseguridad (Defensa)

company

KPMG AG

period

Junio 2022 – Julio 2024

description

Lideró iniciativas de ciberseguridad para clientes alemanes de alto riesgo, incluyendo diseño avanzado de redes y marcos de evaluación de amenazas. Autor de liderazgo intelectual sobre aplicaciones de IA en gobernanza y consultoría del sector público.

highlights

Lideró iniciativas de ciberseguridad para clientes alemanes de alto riesgo

Autor de artículos sobre IA en evaluaciones de desempeño e investigación política

Encabezó la integración de arquitectura de confianza cero para clientes del sector público y de defensa

Desarrolló Conceptos Integrales de Seguridad TI y realizó Evaluaciones Exhaustivas de Amenazas

Proporcionó orientación experta en iniciativas de rediseño de redes y planificación de respuesta cibernética

title

Director de Operaciones Estratégicas

company

Oceanic Bay Hotel & Resort Ltd. / Mandhari Villa Ltd.

period

Marzo 2018 – Mayo 2025

description

Dirección paralela en empresas hoteleras familiares en Tanzania, proporcionando supervisión estratégica en operaciones, experiencia del cliente y relaciones comerciales internacionales durante expansión crítica y gestión de crisis.

highlights

Supervisó el desarrollo comercial del Oceanic Bay Hotel en Bagamoyo, Tanzania

Encabezó la finalización del proyecto de construcción del Mandhari Villa Hotel en Zanzíbar

Aseguró financiamiento de $1.4 millones para respaldar el caso de negocio de ambos hoteles

Gestionó supervisión financiera, negociaciones con proveedores y planificación de recursos humanos

Gestionó estratégicamente las operaciones durante la pandemia COVID-19 para mantener estabilidad financiera

title

Director Asociado de Proyectos

company

BWI GmbH

period

Septiembre 2018 – Enero 2019

description

Dirigió la implementación de la Infraestructura de Comando de Defensa Cibernética para las Fuerzas Armadas Alemanas, orquestando soluciones para mejorar las capacidades de defensa cibernética mediante una compleja participación de partes interesadas.

highlights

Coordinó el desarrollo y entrega de la Infraestructura de Comando de Defensa Cibernética (posteriormente CIR)

Ejerció como Ejecutivo de Proyecto de Entrega para proyecto de infraestructura crítica de las Fuerzas Armadas Alemanas

Colaboró con el Ministerio de Defensa Alemán y equipos internos de BWI

Aseguró alineación del proyecto con objetivos estratégicos y requisitos técnicos del Bundeswehr

title

Director de Unidad de Negocio - Comunicaciones Unificadas de Red y Seguridad

company

Inforsacom Logicalis GmbH

period

Mayo 2016 – Febrero 2018

description

Lideró el desarrollo de servicios mejorados de ciberseguridad, enfocándose en red gestionada, comunicación unificada, protección de endpoints y SIEM. Estableció práctica de consultoría de ciberseguridad gestionada.

highlights

Desarrolló e implementó cartera mejorada de servicios de ciberseguridad

Se asoció con Cisco e IBM para soluciones de seguridad automatizadas utilizando inteligencia SIEM y Umbrella/Talos

Entregó soluciones a clientes del mercado medio mediante asociaciones estratégicas con proveedores

Estableció práctica de consultoría de ciberseguridad gestionada con protección de endpoints y operaciones de seguridad

Autor de artículo sobre seguridad gestionada en Frankfurter Allgemeine Zeitung

title

Gerente de Infraestructura de Almacenamiento y Redes

company

BWI Systeme GmbH

period

Enero 2014 – Abril 2016

description

Dirigió operaciones de infraestructura a escala empresarial en cuatro centros de datos estratégicos (Bonn, Colonia, Strausberg, Wilhelmshaven) para las Fuerzas de Defensa Federal Alemanas. Lideró múltiples departamentos gestionando infraestructura crítica de almacenamiento, red y seguridad con enfoque en excelencia en entrega de servicios.

highlights

Gestionó pool de almacenamiento primario de más de 3000 TB y más de 65,000 trabajos de respaldo semanales en cuatro ubicaciones de centros de datos

Lideró migración de IBM Tivoli Storage Manager Versión 5 a Versión 6 para servicio operacional de respaldo

Dirigió migración de virtualización de almacenamiento a IBM SAN Volume Controller (SVC) e IBM XIV Grid Storage

Implementó infraestructura de red convergente para transporte futuro de tráfico SAN/LAN con Cisco Systems

Estableció monitoreo integral utilizando IBM Tivoli Network Manager (ITNM) en todas las ubicaciones

Diseñó soluciones AAA (Cisco Secure ACS + IBM Tivoli Identity Manager) para autenticación empresarial

Construyó infraestructura de cumplimiento utilizando Device Expert y registro syslog-ng en cuatro centros de datos

Lideró proyecto 'Rz LAN': rediseño completo de red a plataforma Cisco estandarizada en todas las ubicaciones

Administró infraestructura de red para Proyecto Hércules de las Fuerzas de Defensa Federal

Gestionó múltiples equipos: Almacenamiento/Respaldo, Operaciones de Red, TI Interna e Ingeniería de Seguridad

title

Gerente de Infraestructura de Almacenamiento

company

BWI Systeme GmbH

period

Enero 2013 – Diciembre 2013

description

Primer rol gerencial supervisando el departamento de infraestructura de almacenamiento y respaldo. Gestionó servicios de almacenamiento empresarial en cuatro ubicaciones de centros de datos con enfoque en excelencia en entrega de servicios y optimización operacional.

highlights

Lideró Departamento de Infraestructura de Almacenamiento y Respaldo en cuatro ubicaciones de centros de datos

Gestionó infraestructura de almacenamiento empresarial de más de 3000 TB y servicios de respaldo

Implementó infraestructura de monitoreo transparente para cartera completa de servicios

Estandarizó informes con KPI fijos y optimizó gestión de personal

Desarrolló ofertas de servicios personalizadas y procesos optimizados de solicitudes de servicio

Supervisó gobernanza corporativa, gestión de cumplimiento y resolución de problemas

title

Líder de Equipo TI Interna

company

BWI Systeme GmbH

period

Abril 2012 – Diciembre 2012

description

Lideró equipo de TI interna gestionando infraestructura de sede corporativa y despliegue de cliente de próxima generación. Se enfocó en diseñar sistemas de TI internos estandarizados, seguros y conformes.

highlights

Gestionó personal y operaciones de TI interna en sede corporativa en Meckenheim

Diseñó y desplegó infraestructura de cliente de próxima generación de BWI Systeme

Implementó sistemas centralizados de gestión de parches y gestión de seguridad

Estableció marcos de cumplimiento incluyendo encriptación y seguridad de interfaces

Estandarizó carteras de hardware y software para soporte optimizado

Gestionó aprovisionamiento de clientes, despliegue de software y gestión de ciclo de vida

title

Líder de Equipo Operaciones de Red

company

BWI Systeme GmbH

period

Septiembre 2010 – Marzo 2012

description

Lideró equipo de operaciones de red gestionando infraestructura de red en cuatro centros de datos de defensa federal. Supervisó operaciones de hardware, software, seguridad y monitoreo de red con enfoque en implementación del Proyecto Hércules.

highlights

Gestionó operaciones de red en ubicaciones de centros de datos en Bonn, Colonia, Strausberg y Wilhelmshaven

Supervisó operaciones de hardware y software de infraestructura de red

Coordinó gestión de lanzamientos de red e implementaciones de seguridad

Implementó infraestructura integral de monitoreo de red utilizando IBM Tivoli Network Manager

Lideró administración de infraestructura de red del Proyecto Hércules

Gestionó despacho de cambios, incidentes y actividades de mantenimiento de red

title

Ingeniero Senior de Redes y Seguridad

company

BWI Systeme GmbH

period

Abril 2008 – Septiembre 2010

description

Ingeniero de redes senior especializado en infraestructura de red empresarial y seguridad para sistemas de defensa federal. Proporcionó experiencia técnica para arquitectura de red, implementaciones de seguridad y proyectos de infraestructura importantes.

highlights

Diseñó e implementó soluciones AAA utilizando Cisco Secure ACS integrado con IBM Tivoli Identity Manager

Desarrolló soluciones de cumplimiento basadas en Device Expert e infraestructura de registro syslog-ng

Implementó infraestructura de monitoreo de red utilizando IBM Tivoli Network Manager (ITNM)

Lideró proyectos de infraestructura de red para Proyecto Hércules de las Fuerzas de Defensa Federal

Diseñó y migró infraestructura de red heterogénea a plataforma Cisco estandarizada

Obtuvo certificaciones Cisco Security Professional (CCSP) y Network Associate (CCNA)

title

Ingeniero de Redes / Consultor

company

BWI Systeme GmbH

period

Enero 2009 – Junio 2005

description

Ingeniero de redes proporcionando experiencia técnica para infraestructura de red de defensa federal. Apoyó implementación y mantenimiento de componentes de red críticos y participó en proyectos importantes de modernización de redes.

highlights

Migró SAP Enterprise Portal de Cisco CSS a balanceador de carga ACE Series para Defensa Federal Alemana

Reubicó Centro de Datos SASPF incluyendo actualización técnica de todos los elementos centrales de red

Diseñó e implementó infraestructura WLAN con capacidades de acceso remoto VPN

Proporcionó consultoría de redes y servicios de TI para proyecto SASPF del Bundeswehr

Gestionó aproximadamente 15,000 puertos de red basados en hardware de Cisco Systems

Estableció red backbone de campus para base de la Fuerza Aérea Alemana en Colonia-Wahn

title

Consultor / Ingeniero de Redes

company

ServiceXpert GmbH

period

Julio 2005 – Marzo 2008

description

Consultor e Ingeniero de Redes proporcionando servicios técnicos especializados a clientes importantes incluyendo las Fuerzas de Defensa Federal Alemanas, ESG, Adam Opel GmbH y Airbus Germany. Entregó soluciones empresariales personalizadas aprovechando experiencia en ingeniería de redes y seguridad.

highlights

Migró aplicación SAP Enterprise Portal de Cisco CSS a balanceador de carga ACE Series para el Bundeswehr

Reubicó Centro de Datos SASPF para el Bundeswehr, incluyendo actualización técnica de todos los elementos centrales de red

Obtuvo certificación Cisco Certified Security Professional (CCSP)

Diseñó e implementó infraestructura WLAN con acceso remoto VPN para Centros de Capacitación de Servicio Opel

Realizó estudio de viabilidad y evaluación de implementación RFID para Logística de Carga de Airbus

Proporcionó consultoría continua y servicios de TI para proyecto SASPF del Bundeswehr

title

Ingeniero de Redes

company

Fundamental Consulting GmbH

period

Agosto 2003 – Junio 2005

description

Ingeniero de Redes especializado en infraestructura de red a gran escala para clientes importantes. Obtuvo certificación fundamental Cisco CCNA y gestionó despliegues de redes complejas para sedes de alto perfil y proyectos de defensa federal.

highlights

Obtuvo certificación Cisco Certified Network Associate (CCNA) para fundamentos sólidos en redes

Configuró y mantuvo instalación Ethernet y Long Reach Ethernet para Messe Köln (Feria de Colonia)

Proporcionó servicios de TI para proyecto SASPF del Ministerio de Defensa Alemán en Bonn

Configuró y mantuvo backbone de campus para base de la Fuerza Aérea Alemana en Colonia-Wahn

Gestionó aproximadamente 15,000 puertos de red basados en hardware de Cisco Systems

Aplicó habilidades para diseñar, implementar y mantener infraestructuras de red complejas asegurando rendimiento óptimo

title

Sargento Técnico (Suboficial) / Ingeniero de Sistemas y Redes

company

Fuerzas de Defensa Federal / Fuerza Aérea (Bundeswehr / Luftwaffe)

period

Noviembre 1996 – Mayo 2003

description

Ingeniero de Sistemas y Redes (Suboficial) en las Fuerzas de Defensa Federal Alemanas contribuyendo a la modernización y optimización de la infraestructura de TI militar. Lideró proyectos e iniciativas de TI complejos durante un período crítico de transición tecnológica.

highlights

Participó en proyecto piloto/viabilidad para dominio Active Directory de las Fuerzas de Defensa Federal basado en Windows 2000

Completó Capacitación Cisco Certified Network Professional (CCNP) y certificación Microsoft Certified Systems Engineer (MCSE)

Estableció conexión encriptada basada en satélite para tropas alemanas en Uzbekistán y Afganistán

Diseñó estructura de dominio Active Directory y migró estructura de dominio Windows NT GAFCOM existente

Gestionó reubicación de TI y redes para personal GAFCOM y migró varios dominios Windows NT

Actualizó arquitectura Lotus Domino R4 desplegada a Lotus Domino R5

Diseñó y operó dominio basado en Windows NT con implementación de infraestructura Lotus Domino

Expandió y actualizó servidores desplegados y componentes de red dentro del personal GAFCOM

Skills — es

skill domains

title

Estrategia e Innovación en IA

skills

Transfer Learning for Medical Imaging — El trabajo explora el aprendizaje por transferencia para imágenes médicas y endoscopia por cápsula. Consulte la investigación y sus supuestos antes de aplicar sus resultados.

IICP es un protocolo abierto bajo Apache-2.0 para el descubrimiento basado en intenciones y la selección de proveedores. La ejecución utiliza un enlace negociado; la madurez de los componentes se documenta por separado.

La seguridad y la gobernanza son temas de asesoramiento, no garantías de cumplimiento legal, certificación o autorización regulatoria.

Marcos de Trabajo Basados en GPT (CLAP, PROGUARD, SherlockGPT, READ)

El tiempo de entrenamiento, la precisión diagnóstica y el rendimiento clínico son medidas distintas. Deben revisarse los métodos, las referencias y los límites del trabajo; aquí no se afirma ningún resultado numérico.

Ingeniería de Prompts y Modelos de IA Personalizados

Ética en IA y Mitigación de Sesgos

title

Ciberseguridad y Defensa

skills

Ciberseguridad Empresarial y Arquitectura de Confianza Cero

SIEM e Inteligencia de Amenazas (Umbrella/Talos)

Arquitectura de Infraestructura de Defensa Federal (Cyber Command, GAFCOM)

Operaciones de Seguridad de Red (15,000+ Puertos)

Gestión de Autenticación e Identidad (AAA, Cisco Secure ACS, ITIM)

Infraestructura de Cumplimiento y Registro (Device Expert, syslog-ng)

title

Infraestructura y Tecnología

skills

Infraestructura Nativa en la Nube (Kubernetes, Docker, Traefik)

Liderazgo de Centros de Datos Múltiples (Operaciones en 4 Ubicaciones)

Tecnologías Empresariales IBM (Tivoli Suite, SAN Volume Controller, XIV Grid)

Arquitectura de Almacenamiento y Respaldo (3000+ TB, 65,000+ Trabajos Semanales)

Migración de Active Directory y Arquitectura de Dominios

Ingeniería de Redes y Diseño de Infraestructura

title

Liderazgo y Gestión

skills

Liderazgo de Equipos Multiculturales (Europa, Asia, Américas, Tanzania)

Gestión de Proyectos y Planificación Estratégica (Programas de Varios Millones de Euros)

Gestión de Crisis y Financiera (COVID-19, Desafíos de Financiamiento)

Desarrollo de Alianzas con Proveedores (Cisco, IBM, HPE, Secunet, Meraki)

Operaciones Multidepartamentales (Almacenamiento, Red, TI, Seguridad)

Gestión de Partes Interesadas en Defensa Federal

title

Negocios y Operaciones

skills

Estrategia Empresarial y Operaciones Internacionales (Hostelería, Defensa)

Gestión de Construcción e Instalaciones (Proyectos Hoteleros de $1.4M)

Operaciones Empresariales de Hostelería (Propiedades Internacionales)

Desarrollo y Expansión de Mercados Internacionales

Desarrollo Estratégico de Negocios y Alianzas

Liderazgo de Pensamiento y Redacción Técnica (IA, Ciberseguridad)

certifications

Certificado de formación continua (Weiterbildungszeugnis) de IU Akademie por la participación satisfactoria en Weiterbildung AI Consulting, un curso de módulo individual del programa M.Sc. Artificial Intelligence; cursado del 30 de octubre de 2024 al 28 de febrero de 2025 y expedido el 29 de abril de 2025. Incluye Seminar: Current Topics in AI, Programming with Python, Deep Learning y Machine Learning. Acredita formación continua, no un máster completado ni una licencia profesional regulada.

Cisco Certified Security Professional (CCSP) - Histórica

Cisco Certified Network Associate (CCNA) - Histórica

Cursos Windows 2000 del itinerario MCSE (2001); las constancias no acreditan la certificación MCSE independiente.

ITIL Foundation in IT Service Management — 18 de enero de 2008 (certificado histórico; vigencia actual no establecida)

languages

name

Alemán

level

Nativo

name

Inglés

level

Fluido

name

Suajili

level

Conversacional

specializations

name

Investigador independiente en IA, consultor de estrategia de IA y arquitecto de infraestructura

name

Líder de Seguridad Empresarial

name

Arquitecto de Infraestructura

name

Gobernanza y Cumplimiento en IA

name

Líder de Tecnología en Defensa Federal

name

Operaciones Empresariales Internacionales

Experience — cn

career phases

period

2024 – 至今

description

AI Strategy 与高管领导

period

2016 – 2024

description

企业领导与运营管理

period

2012 – 2016

description

团队领导与管理发展

period

2008 – 2012

description

Network Engineering 与技术专长

period

1996 – 2008

description

军队服役与 IT 基础

experience

title

Director AI Strategy

company

Flexcon-IT GmbH & Co. KG

period

2025年6月 – 2025年10月

description

职业记录描述了 AI 平台架构和国际业务规划工作。监管主题说明工作范围,不代表合规认证。

highlights

设计 Cloud-native 多租户 AI 平台,用于实时语音处理和工作流自动化

IICP 是 Roble Mumin 的独立研究,与此处描述的雇主交付成果分开。

构建容器化生产基础设施,使用 Kubernetes、Docker、Traefik 和 Prometheus/Grafana Observability

定义全球 SaaS 和 White-Label 商业模式,用于国际市场扩张

领导欧洲、亚洲和美洲的跨国团队

负责 GDPR、HIPAA 和 EU-MDR 合规策略,采用 Zero-Trust Architecture

与渠道合作伙伴、制造商和咨询公司建立战略合作伙伴关系

title

AI & Prompt Engineering | AI 研究项目

company

独立研究

period

2024年8月 – 2025年5月

description

开发基于 AI 的系统,专注于领导力评估、地缘政治分析和网络安全应用的专业框架。

highlights

开发用于领导力评估、宣传分析和合规调查的 AI Frameworks

创建专业 AI Models:CLAP、PROGUARD、SherlockGPT 和 READ,用于战略决策支持

使用生成式 AI 对欧盟理事会主席国进行独立分析;并非欧盟委员会委托或背书。

扩展 AI 解决方案以提高运营效率和客户参与度

为 AI 领域的领导职位做准备

title

Manager Cyber Security (国防)

company

KPMG AG

period

2022年6月 – 2024年7月

description

领导德国关键客户的网络安全项目,包括先进网络设计和威胁评估框架。撰写关于 AI 在治理和公共部门咨询中应用的思想领导力文章。

highlights

领导德国关键客户的网络安全项目

撰写关于 AI 在绩效评估和政治研究中应用的文章

主导公共和国防部门客户的零信任架构集成

开发全面的 IT 安全概念并进行深入的威胁评估

为网络重新设计项目和网络响应规划提供专家指导

title

Director Strategic Operations

company

Oceanic Bay Hotel & Resort Ltd. / Mandhari Villa Ltd.

period

2018年3月 – 2025年5月

description

在坦桑尼亚家族酒店业务中担任平行董事职务,在关键扩张和危机管理期间提供运营、客户体验和国际商业关系的战略监督。

highlights

监督坦桑尼亚巴加莫约 Oceanic Bay Hotel 的业务发展

主导桑给巴尔 Mandhari Villa Hotel 建设项目的完成

获得140万美元融资以支持两家酒店的商业计划

管理财务监督、供应商谈判和人力规划

在 COVID-19 疫情期间战略性管理运营以维持财务稳定

title

Associate Project Director

company

BWI GmbH

period

2018年9月 – 2019年1月

description

指导德国联邦国防军网络防御指挥基础设施的实施,通过复杂的利益相关者参与协调解决方案以增强网络防御能力。

highlights

协调网络防御指挥基础设施(后来的 CIR)的开发和交付

担任德国联邦国防军关键基础设施项目的交付项目执行官

与德国国防部和 BWI 内部团队合作

确保项目与德国联邦国防军的战略目标和技术要求保持一致

title

Business Unit Director - Network Unified Communication & Security

company

Inforsacom Logicalis GmbH

period

2016年5月 – 2018年2月

description

领导增强型网络安全服务的开发,专注于托管网络、统一通信、终端保护和 SIEM。建立托管网络安全咨询实践。

highlights

开发和实施增强型网络安全服务组合

与 Cisco 和 IBM 合作,使用 SIEM 和 Umbrella/Talos Intelligence 提供自动化安全解决方案

通过战略供应商合作伙伴关系向中型市场客户交付解决方案

建立托管网络安全咨询实践,提供终端保护和安全运营

在《法兰克福汇报》上发表关于托管安全的文章

title

Manager Storage & Network Infrastructure

company

BWI Systeme GmbH

period

2014年1月 – 2016年4月

description

指导德国联邦国防军四个战略数据中心(波恩、科隆、施特劳斯贝格、威廉港)的企业级基础设施运营。领导多个部门管理关键存储、网络和安全基础设施,专注于卓越的服务交付。

highlights

管理四个数据中心位置的3000+ TB主存储池和每周65,000+备份作业

领导运营备份服务从 IBM Tivoli Storage Manager 版本5到版本6的迁移

指导存储虚拟化向 IBM SAN Volume Controller (SVC) 和 IBM XIV Grid Storage 的迁移

与 Cisco Systems 实施融合网络基础设施以支持未来的 SAN/LAN 流量传输

在所有位置使用 IBM Tivoli Network Manager (ITNM) 建立全面监控

设计 AAA 解决方案(Cisco Secure ACS + IBM Tivoli Identity Manager)用于企业身份验证

在四个数据中心使用 Device Expert 和 syslog-ng 日志记录构建合规基础设施

领导'Rz LAN'项目:将所有位置的网络完全重新设计为标准化 Cisco 平台

管理联邦国防军 Hercules 项目的网络基础设施

管理多个团队:存储/备份、网络运营、内部 IT 和安全工程

title

Manager Storage Infrastructure

company

BWI Systeme GmbH

period

2013年1月 – 2013年12月

description

第一个管理职位,监督存储和备份基础设施部门。管理四个数据中心位置的企业存储服务,专注于卓越的服务交付和运营优化。

highlights

领导四个数据中心位置的存储和备份基础设施部门

管理3000+ TB企业存储基础设施和备份服务

为完整的服务组合实施透明的监控基础设施

使用固定 KPI 标准化报告并优化人员管理

开发定制服务产品并简化服务请求流程

监督企业治理、合规管理和问题解决

title

Team Leader Internal IT

company

BWI Systeme GmbH

period

2012年4月 – 2012年12月

description

领导内部 IT 团队管理公司总部基础设施和下一代客户端部署。专注于设计标准化、安全和合规的内部 IT 系统。

highlights

管理梅肯海姆公司总部的内部 IT 人员和运营

设计和部署 BWI Systeme 下一代客户端基础设施

实施集中式补丁管理和安全管理系统

建立包括加密和接口安全的合规框架

标准化硬件和软件组合以优化支持

管理客户端配置、软件部署和生命周期管理

title

Team Leader Network Operations

company

BWI Systeme GmbH

period

2010年9月 – 2012年3月

description

领导网络运营团队管理四个联邦国防数据中心的网络基础设施。监督网络硬件、软件、安全和监控运营,专注于 Hercules 项目的实施。

highlights

管理波恩、科隆、施特劳斯贝格和威廉港数据中心位置的网络运营

监督网络基础设施硬件和软件运营

协调网络版本管理和安全实施

使用 IBM Tivoli Network Manager 实施全面的网络监控基础设施

领导 Hercules 项目网络基础设施管理

管理网络变更、事件和维护活动的调度

title

Senior Network & Security Engineer

company

BWI Systeme GmbH

period

2008年4月 – 2010年9月

description

高级网络工程师,专门从事联邦国防系统的企业网络基础设施和安全。为网络架构、安全实施和重大基础设施项目提供技术专长。

highlights

使用 Cisco Secure ACS 与 IBM Tivoli Identity Manager 集成设计和实施 AAA 解决方案

基于 Device Expert 和 syslog-ng 日志记录基础设施开发合规解决方案

使用 IBM Tivoli Network Manager (ITNM) 实施网络监控基础设施

领导联邦国防军 Hercules 项目的网络基础设施项目

设计异构网络基础设施并将其迁移到标准化 Cisco 平台

获得 Cisco Security Professional (CCSP) 和 Network Associate (CCNA) 认证

title

Network Engineer / Consultant

company

BWI Systeme GmbH

period

2009年1月 – 2005年6月

description

网络工程师,为联邦国防网络基础设施提供技术专长。支持关键网络组件的实施和维护,并参与主要网络现代化项目。

highlights

为德国联邦国防军将 SAP 企业门户从 Cisco CSS 迁移到 ACE 系列负载均衡器

重新定位 SASPF 数据中心,包括所有网络核心元素的技术升级

设计和实施具有 VPN 远程访问功能的 WLAN 基础设施

为德国联邦国防军 SASPF 项目提供网络咨询和 IT 服务

管理基于 Cisco Systems 硬件的约15,000个网络端口

为科隆-瓦恩德国空军基地建立园区骨干网络

title

Consultant / Network Engineer

company

ServiceXpert GmbH

period

2005年7月 – 2008年3月

description

顾问和网络工程师,为包括德国联邦国防军、ESG、Adam Opel GmbH 和 Airbus Germany 在内的主要客户提供专业技术服务。利用网络工程和安全专业知识交付定制企业解决方案。

highlights

为德国联邦国防军将 SAP 企业门户应用从 Cisco CSS 迁移到 ACE 系列负载均衡器

为德国联邦国防军重新定位 SASPF 数据中心,包括所有网络核心元素的技术升级

获得 Cisco Certified Security Professional (CCSP) 认证

为欧宝服务培训中心设计和实施具有 VPN 远程访问的 WLAN 基础设施

为空客货运物流进行 RFID 实施可行性研究和评估

为德国联邦国防军 SASPF 项目提供持续咨询和 IT 服务

title

Network Engineer

company

Fundamental Consulting GmbH

period

2003年8月 – 2005年6月

description

网络工程师,专门从事主要客户的大规模网络基础设施。获得基础 Cisco CCNA 认证,并管理高知名度场所和联邦国防项目的复杂网络部署。

highlights

获得 Cisco Certified Network Associate (CCNA) 认证,奠定坚实的网络基础

为科隆展览中心(Messe Köln)设置和维护以太网和长距离以太网安装

为波恩德国国防部 SASPF 项目提供 IT 服务

为科隆-瓦恩德国空军基地设置和维护园区骨干网

管理基于 Cisco Systems 硬件的约15,000个网络端口

应用技能设计、实施和维护复杂的网络基础设施,确保最佳性能

title

Tech Sergeant (NCO) / System & Network Engineer

company

Federal Defence Force / Airforce (Bundeswehr / Luftwaffe)

period

1996年11月 – 2003年5月

description

德国联邦国防军系统和网络工程师(NCO),为军事 IT 基础设施的现代化和优化做出贡献。在关键技术转型期间领导复杂的 IT 项目和计划。

highlights

参与基于 Windows 2000 的联邦国防军广域 Active Directory 域试点/可行性项目

完成 Cisco Certified Network Professional (CCNP) 培训和 Microsoft Certified Systems Engineer (MCSE) 认证

为乌兹别克斯坦和阿富汗的德国部队建立基于卫星的加密连接

设计 Active Directory 域结构并迁移现有的 GAFCOM Windows NT 域结构

管理 GAFCOM 员工的 IT 和网络搬迁,并迁移多个 Windows NT 域

将已部署的 Lotus Domino R4 架构升级到 Lotus Domino R5

设计和运营基于 Windows NT 的域,实施 Lotus Domino 基础设施

扩展和升级 GAFCOM 员工内部署的服务器和网络组件

Skills — cn

skill domains

title

AI Strategy & Innovation

skills

Transfer Learning for Medical Imaging — 该论文探讨医学影像和胶囊内窥镜中的迁移学习。应用研究结果前,请审阅论文及其假设。

IICP 是采用 Apache-2.0 许可证的开放协议,用于基于意图的发现和服务提供者选择。执行使用协商确定的绑定;各组件的成熟度另行记录。

安全与治理属于咨询议题,不代表对法律合规、认证或监管批准的保证。

基于 GPT 的框架(CLAP、PROGUARD、SherlockGPT、READ)

训练时间、诊断精确度和临床性能是不同的指标。应核查论文的方法、基线及局限;本页不宣称任何数值结果。

Prompt Engineering & Custom AI Models

AI Ethics & Bias Mitigation

title

Cybersecurity & Defense

skills

Enterprise Cybersecurity & Zero-Trust Architecture

SIEM & Threat Intelligence (Umbrella/Talos)

德国联邦国防军基础设施架构(Cyber Command、GAFCOM)

Network Security Operations(15,000+ 端口)

Authentication & Identity Management (AAA、Cisco Secure ACS、ITIM)

Compliance & Logging Infrastructure (Device Expert、syslog-ng)

title

Infrastructure & Technology

skills

Cloud-Native Infrastructure (Kubernetes、Docker、Traefik)

Multi-Datacenter Operations(4个站点)

IBM Enterprise Technologies (Tivoli Suite、SAN Volume Controller、XIV Grid)

Storage & Backup Architecture(3000+ TB、每周65,000+作业)

Active Directory Migration & Domain Architecture

Network Engineering & Infrastructure Design

title

Leadership & Management

skills

跨文化团队领导(欧洲、亚洲、美洲、坦桑尼亚)

项目管理与战略规划(千万欧元级项目)

危机与财务管理(COVID-19 疫情、融资项目)

制造商合作(Cisco、IBM、HPE、Secunet、Meraki)

跨部门领导(Storage、Network、IT、Security)

联邦国防军项目利益相关方管理

title

Business & Operations

skills

企业战略与国际业务(Hospitality、Defense)

建设与设施管理(140万美元酒店项目)

Hospitality Operations(国际房地产)

国际市场开发

战略业务发展与合作伙伴关系

专业出版物(AI、Cybersecurity)

certifications

IU Akademie 颁发的 AI Consulting 继续教育证书(Weiterbildungszeugnis),证明成功完成 M.Sc. Artificial Intelligence 课程体系中的单模块培训;学习时间为 2024 年 10 月 30 日至 2025 年 2 月 28 日,证书签发于 2025 年 4 月 29 日。内容包括 Seminar: Current Topics in AI、Programming with Python、Deep Learning 和 Machine Learning。该证书证明继续教育经历,不代表已取得硕士学位或受监管的职业执照。

Cisco Certified Security Professional (CCSP) - 历史认证

Cisco Certified Network Associate (CCNA) - 历史认证

2001年 Windows 2000 MCSE 培训课程结业记录;课程记录不能证明取得独立的 MCSE 认证。

ITIL Foundation in IT Service Management — 2008年1月18日(历史证书;当前有效性未经证实)

languages

name

德语

level

母语

name

英语

level

流利

name

斯瓦希里语

level

会话水平

specializations

name

独立人工智能研究者、人工智能战略顾问及基础设施架构师

name

Enterprise Security Leadership

name

Infrastructure Architecture

name

AI Governance & Compliance

name

Technology Leadership(联邦国防军)

name

International Business Operations

Podcast: current research and career context

This approved synthesis accompanies the site’s career and research overview. It is a contextual guide, not an independent endorsement or a substitute for the linked publications.

PODCAST — CURRENT RESEARCH AND CAREER CONTEXT

Listen to the career and research overview. Current project descriptions and evidence are linked from the library.

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.

MEDICAL RESEARCH BOUNDARIES

The paper explores transfer learning for medical imaging and capsule endoscopy. Read the research and its assumptions before applying the findings.

Research is not evidence of clinical deployment, regulatory approval or a clinical-performance improvement. No such outcome is claimed here.

Training time, diagnostic precision and clinical performance are different measures. The paper must be checked for its methods, baselines and limitations; no numerical outcome is asserted here.

Download the approved source text Visit the podcast