AI-Engineering, System-Engineering und Testmanagement für komplexe Software-Projekte mit über 10 Jahren Erfahrung, in der automotive Serienentwicklung
Aktualisiert am 16.04.2026
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 16.04.2026
Verfügbar zu: 100%
davon vor Ort: 20%
Testmanagement
Defect Management
Künstliche Intelligenz
Systems Engineering
Requirements
Test
Testautomatisierung
Fullstack
German
native
English
fluent
Russian
fluent

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

11 Monate
2025-06 - heute

Own Development

AI Platform Engineer & Architect Python 3.11 FastAPI Pydantic v2 ...
AI Platform Engineer & Architect
Caddie AI - Multi-Agent Golf Intelligence Platform
  • Architecture and development of an AI platform with 12 specialized agents, orchestrator routing across 18 intent categories, anti-hallucination design (strict separation between data retrieval and response generation).
  • 150-200 REST API endpoints, 50+ PostgreSQL tables, RAG pipeline (ChromaDB), Monte Carlo simulation, voice pipeline (Whisper STT -> Agent Graph -> TTS).
nonAIme Studio - AI Fashion Photography SaaS (nonAIme.studio)
  • From concept to productive B2B platform: AI-generated e-commerce product imagery with 4 AI providers, Stripe billing, Shopify integration.
  • 60+ API routes, 90+ React components, provider-agnostic abstraction layer with runtime selection.
  • Outcome: ~98% time savings (100 articles/week: previously ~25 min/article, now ~5 min total).
AI Voice Receptionist - White-Label AI Phone Platform (CITT. gr)
  • Productive SaaS platform: autonomous AI telephone agent, appointment booking, caller memory, 8 industry templates, 24 languages, 13 selectable LLM models.
  • Real-time STT/TTS pipeline (ElevenLabs, Deepgram), telephony integration (Telnyx SIP), GDPR-compliant with AES-256 encryption.
  • Integration into live business processes in under 30 minutes.
Python 3.11 FastAPI Pydantic v2 SQLAlchemy 2.0 PostgreSQL 16 Redis 7 ChromaDB Docker Next.js React TypeScript Tailwind CSS Supabase Stripe Shopify API Google Gemini OpenAI Vercel Hono.js PostgreSQL Drizzle ORM Redis ElevenLabs Telnyx
Remote
2 Jahre 3 Monate
2023-03 - 2025-05

Development of automated reporting pipelines

Lead Defect Manager
Lead Defect Manager
  • Ensured software quality across the full program for 250+ ECUs.
  • Developed automated reporting pipelines (Python) for stakeholders, OE1 and TMKs.
  • Prioritization and escalation of defects in TCBs/CCBs, debug sessions with suppliers.
  • Process optimization and harmonization across all ECUs.
  • Achievements:
    • Reduced defect turnaround time from >50 days to <10 days.
    • Took over reporting from a 3-person project team - consolidated test results across 250+ ECUs without additional resources.
CARIAD/ Porsche (full vehicle)
Germany
1 Jahr 5 Monate
2021-11 - 2023-03

Stakeholder management

Senior Consultant PMO
Senior Consultant PMO
  • Program and budget steering for vehicle data infrastructure.
  • Developed client-specific monitoring tools (Python, VBA).
  • Stakeholder management with suppliers and internal users.
  • Achievements:
    • Scaled from 14 ECUs / 33 SWCs to 56 ECUs/ 150+ SWCs.
    • Raised integration rate from under 30% to over 90% via unified testing.
BMW (vehicle data/ data architecture)
Munich
1 Jahr 4 Monate
2020-06 - 2021-09

Error synchronization

Lead Defect Manager
Lead Defect Manager
  • Introduced tool integrations (KPM, JIRA, ALM) for defect synchronization.
  • Led and coordinated defect-management teams.
  • Achievements:
    • Built a team that coordinated 1,500+ open issues across 50+ suppliers.
    • ?Reduced defect turnaround time from >90 days to <10 days, burn-down >250 tickets/week.
AUDI/ CARIAD (HCP4)
Ingolstadt
1 Jahr 2 Monate
2019-04 - 2020-05

Tool development

Area Manager Test Tool Engineering
Area Manager Test Tool Engineering
  • Led tool development for reprocessing HiLs, test concepts, and CCB/TCB meetings.
  • Achievements:
    • Delivered 300+ test benches for autonomous driving (test capacity >1M km/week for camera and radar systems).
    • ?Test bench management software: reduced customer-side staffing from 15 to 4.
MAGNA
Germany

Aus- und Weiterbildung

Aus- und Weiterbildung

Studium - Production and Automation Engineering
OTH Regensburg
Abschluss: B.Eng.

Position

Position

Senior AI Engineer · Automotive Test Management · 14 Years OEM Experience

Kompetenzen

Kompetenzen

Top-Skills

Testmanagement Defect Management Künstliche Intelligenz Systems Engineering Requirements Test Testautomatisierung Fullstack

Schwerpunkte

AI & Platform Engineering
  • Multi-agent orchestration, RAG pipelines (ChromaDB, pgvector), LLM integration (OpenAI, Anthropic, Google).
  • Conversational AI, voice pipelines (STT/TTS), real-time telephony integration.
  • Full-stack development: Python/FastAPI backends + React/ Next.js frontends.
  • Provider-agnostic AI abstraction layers, computer vision, prompt engineering.
Automotive & Quality Management
  • Program and project management in complex automotive IT environments (ASPICE, ISO 26262, SAFe).
  • Stakeholder management and communication at management and board level.
  • Test and defect management, end-to-end process optimization.

Produkte / Standards / Erfahrungen / Methoden

Profile
Senior AI Engineer focused on production-grade AI systems: multi-agent orchestration, RAG pipelines, conversational AI and full-stack platform development. Built and shipped three AI platforms end to end - from architecture through live operation - including a 12-agent system with anti-hallucination architecture (150+ FastAPI endpoints) and a real-time AI telephone platform operating in 24 languages. Prior to that, 14 years of automotive engineering directly for Porsche/CARIAD, BMW, Audi, and across the VW Group - with responsibility for up to 250 ECUs, 17 direct reports, and program-wide stakeholder management. This engineering discipline (ASPICE, ISO 26262, SAFe, V-Model) shapes my approach: AI systems with RBAC, audit trails, GDPR compliance and test infrastructure.

Technology Stack
  • AI/ ML
    • OpenAI (GPT-4o, Whisper, TTS), Anthropic Claude, Google Gemini, ElevenLabs, Deepgram, ChromaDB, pgvector, RAG, multi-agent orchestration, computer vision (OpenCV), prompt engineering
  • Backend
    • Python 3.11+, FastAPI, Pydantic v2, SQLAlchemy 2.0, TypeScript, Hono.js, Node.js, Next.js API Routes
  • Frontend
    • React 19, Next.js, TypeScript, Tailwind CSS, Zustand, Three.js, Mapbox GL
  • DevOps & Infrastructure
    • Docker, GitHub Actions CI/CD, Vercel, Nginx, blue-green deployments
  • Payments & Integrations:
    • Stripe (subscriptions, credits, invoicing), Shopify API (OAuth, GraphQL), Telnyx (SIP, SMS)
  • Automotive:
    • ASPICE, ISO 26262, SAFe, V-Model, JIRA, Confluence, KPM, DOORS, CANoe, EXAM, Simulink

Earlier Professional Experience
2012 - 2019
  • Test Manager & Consultant - Intech: agile test management, EXAM, JIRA. Built and trained a team of 9 test engineers.
  • Development Engineer - SDP GmbH: integrated the world's first intelligent rear light systems into series production.
  • Department Head (17 staff) - VW Group supplier: series development of lighting systems, installed-rate >9M units/year.
  • Project Lead (6 staff) - VW Group supplier: system requirements, Simulink development, series readiness.
  • Test Engineer - AUDI: HiL testing, KBA/TUEV acceptance, test automation for 10+ ECUs / 5 platforms.
  • Automation Engineer - Hofer Powertrain: LabVIEW test bench automation.

Datenbanken

  • PostgreSQL 16
  • Redis 7
  • ChromaDB
  • Supabase
  • SQLAlchemy + Alembic
  • Drizzle ORM

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

11 Monate
2025-06 - heute

Own Development

AI Platform Engineer & Architect Python 3.11 FastAPI Pydantic v2 ...
AI Platform Engineer & Architect
Caddie AI - Multi-Agent Golf Intelligence Platform
  • Architecture and development of an AI platform with 12 specialized agents, orchestrator routing across 18 intent categories, anti-hallucination design (strict separation between data retrieval and response generation).
  • 150-200 REST API endpoints, 50+ PostgreSQL tables, RAG pipeline (ChromaDB), Monte Carlo simulation, voice pipeline (Whisper STT -> Agent Graph -> TTS).
nonAIme Studio - AI Fashion Photography SaaS (nonAIme.studio)
  • From concept to productive B2B platform: AI-generated e-commerce product imagery with 4 AI providers, Stripe billing, Shopify integration.
  • 60+ API routes, 90+ React components, provider-agnostic abstraction layer with runtime selection.
  • Outcome: ~98% time savings (100 articles/week: previously ~25 min/article, now ~5 min total).
AI Voice Receptionist - White-Label AI Phone Platform (CITT. gr)
  • Productive SaaS platform: autonomous AI telephone agent, appointment booking, caller memory, 8 industry templates, 24 languages, 13 selectable LLM models.
  • Real-time STT/TTS pipeline (ElevenLabs, Deepgram), telephony integration (Telnyx SIP), GDPR-compliant with AES-256 encryption.
  • Integration into live business processes in under 30 minutes.
Python 3.11 FastAPI Pydantic v2 SQLAlchemy 2.0 PostgreSQL 16 Redis 7 ChromaDB Docker Next.js React TypeScript Tailwind CSS Supabase Stripe Shopify API Google Gemini OpenAI Vercel Hono.js PostgreSQL Drizzle ORM Redis ElevenLabs Telnyx
Remote
2 Jahre 3 Monate
2023-03 - 2025-05

Development of automated reporting pipelines

Lead Defect Manager
Lead Defect Manager
  • Ensured software quality across the full program for 250+ ECUs.
  • Developed automated reporting pipelines (Python) for stakeholders, OE1 and TMKs.
  • Prioritization and escalation of defects in TCBs/CCBs, debug sessions with suppliers.
  • Process optimization and harmonization across all ECUs.
  • Achievements:
    • Reduced defect turnaround time from >50 days to <10 days.
    • Took over reporting from a 3-person project team - consolidated test results across 250+ ECUs without additional resources.
CARIAD/ Porsche (full vehicle)
Germany
1 Jahr 5 Monate
2021-11 - 2023-03

Stakeholder management

Senior Consultant PMO
Senior Consultant PMO
  • Program and budget steering for vehicle data infrastructure.
  • Developed client-specific monitoring tools (Python, VBA).
  • Stakeholder management with suppliers and internal users.
  • Achievements:
    • Scaled from 14 ECUs / 33 SWCs to 56 ECUs/ 150+ SWCs.
    • Raised integration rate from under 30% to over 90% via unified testing.
BMW (vehicle data/ data architecture)
Munich
1 Jahr 4 Monate
2020-06 - 2021-09

Error synchronization

Lead Defect Manager
Lead Defect Manager
  • Introduced tool integrations (KPM, JIRA, ALM) for defect synchronization.
  • Led and coordinated defect-management teams.
  • Achievements:
    • Built a team that coordinated 1,500+ open issues across 50+ suppliers.
    • ?Reduced defect turnaround time from >90 days to <10 days, burn-down >250 tickets/week.
AUDI/ CARIAD (HCP4)
Ingolstadt
1 Jahr 2 Monate
2019-04 - 2020-05

Tool development

Area Manager Test Tool Engineering
Area Manager Test Tool Engineering
  • Led tool development for reprocessing HiLs, test concepts, and CCB/TCB meetings.
  • Achievements:
    • Delivered 300+ test benches for autonomous driving (test capacity >1M km/week for camera and radar systems).
    • ?Test bench management software: reduced customer-side staffing from 15 to 4.
MAGNA
Germany

Aus- und Weiterbildung

Aus- und Weiterbildung

Studium - Production and Automation Engineering
OTH Regensburg
Abschluss: B.Eng.

Position

Position

Senior AI Engineer · Automotive Test Management · 14 Years OEM Experience

Kompetenzen

Kompetenzen

Top-Skills

Testmanagement Defect Management Künstliche Intelligenz Systems Engineering Requirements Test Testautomatisierung Fullstack

Schwerpunkte

AI & Platform Engineering
  • Multi-agent orchestration, RAG pipelines (ChromaDB, pgvector), LLM integration (OpenAI, Anthropic, Google).
  • Conversational AI, voice pipelines (STT/TTS), real-time telephony integration.
  • Full-stack development: Python/FastAPI backends + React/ Next.js frontends.
  • Provider-agnostic AI abstraction layers, computer vision, prompt engineering.
Automotive & Quality Management
  • Program and project management in complex automotive IT environments (ASPICE, ISO 26262, SAFe).
  • Stakeholder management and communication at management and board level.
  • Test and defect management, end-to-end process optimization.

Produkte / Standards / Erfahrungen / Methoden

Profile
Senior AI Engineer focused on production-grade AI systems: multi-agent orchestration, RAG pipelines, conversational AI and full-stack platform development. Built and shipped three AI platforms end to end - from architecture through live operation - including a 12-agent system with anti-hallucination architecture (150+ FastAPI endpoints) and a real-time AI telephone platform operating in 24 languages. Prior to that, 14 years of automotive engineering directly for Porsche/CARIAD, BMW, Audi, and across the VW Group - with responsibility for up to 250 ECUs, 17 direct reports, and program-wide stakeholder management. This engineering discipline (ASPICE, ISO 26262, SAFe, V-Model) shapes my approach: AI systems with RBAC, audit trails, GDPR compliance and test infrastructure.

Technology Stack
  • AI/ ML
    • OpenAI (GPT-4o, Whisper, TTS), Anthropic Claude, Google Gemini, ElevenLabs, Deepgram, ChromaDB, pgvector, RAG, multi-agent orchestration, computer vision (OpenCV), prompt engineering
  • Backend
    • Python 3.11+, FastAPI, Pydantic v2, SQLAlchemy 2.0, TypeScript, Hono.js, Node.js, Next.js API Routes
  • Frontend
    • React 19, Next.js, TypeScript, Tailwind CSS, Zustand, Three.js, Mapbox GL
  • DevOps & Infrastructure
    • Docker, GitHub Actions CI/CD, Vercel, Nginx, blue-green deployments
  • Payments & Integrations:
    • Stripe (subscriptions, credits, invoicing), Shopify API (OAuth, GraphQL), Telnyx (SIP, SMS)
  • Automotive:
    • ASPICE, ISO 26262, SAFe, V-Model, JIRA, Confluence, KPM, DOORS, CANoe, EXAM, Simulink

Earlier Professional Experience
2012 - 2019
  • Test Manager & Consultant - Intech: agile test management, EXAM, JIRA. Built and trained a team of 9 test engineers.
  • Development Engineer - SDP GmbH: integrated the world's first intelligent rear light systems into series production.
  • Department Head (17 staff) - VW Group supplier: series development of lighting systems, installed-rate >9M units/year.
  • Project Lead (6 staff) - VW Group supplier: system requirements, Simulink development, series readiness.
  • Test Engineer - AUDI: HiL testing, KBA/TUEV acceptance, test automation for 10+ ECUs / 5 platforms.
  • Automation Engineer - Hofer Powertrain: LabVIEW test bench automation.

Datenbanken

  • PostgreSQL 16
  • Redis 7
  • ChromaDB
  • Supabase
  • SQLAlchemy + Alembic
  • Drizzle ORM

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