30+ years at the intersection of absolute precision and systemic thinking — from latency-critical high-fidelity audio engineering and Dante-networked studio infrastructure to sovereign agentic AI workflows and enterprise MCP architectures. My craft is building systems where signal integrity and data sovereignty are never negotiated away.

I operate at a rare convergence of two precision-critical disciplines:

AI Architecture — Designing sovereign, GDPR-compliant, enterprise-grade agentic systems and MCP integrations for highly regulated European markets. Zero-trust. Air-gap capable. Auditable.

Audio Engineering — 30+ years of professional studio production, game audio composition, and Dante-networked audio-over-IP infrastructure. AI-enhanced DSP pipelines. Real-time spatial audio systems.

These domains are not separate careers. They are the same discipline: latency-critical, deterministic systems that cannot afford to fail.

I am actively open to PhD programs, joint research projects, and academic collaborations — particularly where industry-grade engineering practice meets theoretical research. My interdisciplinary background across economics, information technology, AI systems design, and professional audio engineering makes me a strong partner for applied and foundational research alike.

Primary Research Areas:

• Sovereign AI & EU AI Governance — Architecture patterns for GDPR-compliant, air-gapped agentic systems; regulatory compliance frameworks for frontier AI in highly regulated industries
• Agentic Systems Theory & Multi-Agent Coordination — Deterministic orchestration, emergent behavior in agent swarms, MCP as a coordination protocol standard
• Immersive Audio & AI — AI-enhanced DSP, spatial audio cognition, Dante-networked real-time audio systems, adaptive audio middleware for XR and digital twins
• Human-AI Interaction & Digital Humans — Multimodal AI interfaces, avatar-based enterprise interaction, conversational AI in spatial computing environments
• AI Observability & Trustworthy AI — OpenTelemetry for AI pipelines, hallucination mitigation via Graph-RAG, auditable inference chains

• PhD co-supervision or joint doctoral research (TU Munich, LMU, TH Augsburg and beyond)
• Joint publications and conference papers (NeurIPS, ICASSP, CHI, ACM CCS)
• Research grants and EU Horizon AI projects
• Industry-academic knowledge transfer partnerships

📬 Academic & Research inquiries: mk@oszillation-media.com 📬 Industry & Enterprise inquiries: director@ai.oszillation.com

European enterprises face a paradox: they need the power of frontier AI but cannot expose proprietary data to third-party cloud inference. I architect the resolution — sovereign, on-premise, GDPR-compliant AI ecosystems that deliver full agentic capability without data leaving the perimeter.

Key Capabilities:

• Agentic workflow automation via n8n, LangGraph and custom MCP orchestration
• Model Context Protocol (MCP) server design with PII redaction and secrets management
• Multi-agent swarm orchestration — from low-code n8n flows to complex programmatic agent networks
• Graph-RAG architectures on FalkorDB for hallucination-free semantic retrieval
• OpenTelemetry observability and HashiCorp Vault secrets integration
• EU Data Sovereignty · GDPR Compliance · Zero-Trust Security · Air-Gapped Deployments

graph TD
    classDef user fill:#1E293B,stroke:#38BDF8,stroke-width:2px,color:#F8FAFC
    classDef firewall fill:#7F1D1D,stroke:#DC2626,stroke-width:2px,color:#F8FAFC
    classDef swarm fill:#4C1D95,stroke:#8B5CF6,stroke-width:2px,color:#F8FAFC
    classDef storage fill:#064E3B,stroke:#10B981,stroke-width:2px,color:#F8FAFC
    classDef vault fill:#854D0E,stroke:#EAB308,stroke-width:2px,color:#F8FAFC
    classDef audio fill:#1E3A5F,stroke:#38BDF8,stroke-width:2px,color:#F8FAFC

    U[👤 Enterprise User]:::user -->|End-to-End Encryption| FW{🛡️ Zero-Trust Firewall}:::firewall
    FW -->|Verified Identity| MCP[🧠 MCP & Agent Swarm]:::swarm
    MCP <-->|Semantic Routing| SKG[(🕸️ FalkorDB Knowledge Graph)]:::storage
    MCP <-->|PII Redaction + Auth| V[🔒 HashiCorp Vault]:::vault
    MCP <-->|AI-Enhanced DSP| AUD[🎙️ Dante Audio over IP]:::audio

Production-grade sovereign AI blueprints:

Production-ready Model Context Protocol (MCP) servers with built-in PII redaction, HashiCorp Vault secrets management, and OpenTelemetry observability. Designed for high-compliance European enterprise environments.

MCP HashiCorp Vault OpenTelemetry PII Redaction GDPR Zero-Trust

Hallucination-free Graph-RAG architecture integrating FalkorDB with Claude. Precise, auditable semantic retrieval for enterprise knowledge management. Built for accountability and traceability.

FalkorDB Graph-RAG Claude API Knowledge Graph Semantic Retrieval Enterprise AI

Omnichannel LangGraph-driven multi-agent swarm with real-time STT/TTS and multimodal interaction — running entirely within sovereign infrastructure. Digital human interfaces for enterprise deployment.

LangGraph Multi-Agent STT/TTS Multimodal AI Digital Humans Sovereign Infrastructure

Blueprint for the Creative-Tech Transformation. Bridging high-fidelity audio, game-engine logic, and sovereign AI swarms to migrate legacy media into GDPR-compliant immersive experiences via local air-gapped orchestration.

Creative-Tech LangGraph Spatial Audio Sovereign AI Avatar AI Multimedia Orchestration

Frontier research implementation based on MIT's Recursive Language Models (RLMs). A total replacement for traditional RAG, utilizing programmatic data exploration and temporal forward-simulation to deliver traceable, consequence-aware "Winner Options."

Recursive-LLM Temporal-Reasoning Sandbox-Security Sovereign-AI Strategic-Orchestration

Before "latency optimization" became an AI buzzword, it was the fundamental constraint of professional audio engineering. Every millisecond mattered. Every signal path had to be deterministic. Every system had to be reliable under pressure. That discipline — absolute precision, zero tolerance for signal degradation — is the DNA I bring to AI architecture.

Professional Studio Infrastructure (Oszillation Studio · Munich):

• Dante Audio over IP — enterprise-grade networked audio infrastructure, the same protocol standard used in broadcast, live production, and mission-critical AV installations
• High-Fidelity Game Audio Production — original composition, sound design, adaptive audio systems for interactive media
• AI-Enhanced DSP — integrating generative AI and ML models into real-time audio processing chains
• Audiokinetic Wwise Integration — adaptive audio middleware for games and interactive experiences
• Spatial Audio Design — immersive 3D audio for games, digital twins, and XR environments

The overlap is deeper than it looks:

🎮 Oszillation Game Audio Studio → AI-enhanced game audio production: composition, sound design, Wwise integration, spatial audio, Dante infrastructure

Agentic Workflow Automation

AI Architecture & Orchestration

Infrastructure & Deployment

Security, Compliance & Observability

Audio Production & Studio Infrastructure

Beyond the open repositories, these production systems demonstrate the full breadth of applied sovereign AI engineering:

🧠 Always-On Enterprise Memory v2 — Graph-Based Knowledge Infrastructure Production-grade memory layer for AI-assisted workflows. Asynchronous ingestion pipelines and FalkorDB-backed knowledge graphs transform unstructured corporate data into explainable, source-linked intelligence with full provenance tracking. Designed for institutional auditability.

FalkorDB Graph-RAG Async Pipelines Knowledge Provenance Enterprise Memory

🎬 AvatarLab — Sovereign AI Video & Digital Human Platform Docker-native, fully self-hosted platform for generative AI video and digital human creation. Orchestrates complex media pipelines (ComfyUI, Wav2Lip) entirely within GDPR-compliant, sovereign infrastructure. Zero third-party cloud exposure.

ComfyUI Wav2Lip Docker Generative Video Sovereign Media AI Digital Humans

🌐 rembr.space — Sovereign Multilingual Knowledge Engine Transcription and LLM-analysis platform built for EU data sovereignty. Orchestrates local AI models to transform global media data into searchable, structured knowledge libraries — designed for institutional and research applications.

Local LLMs Multilingual NLP Transcription Knowledge Management EU Data Sovereignty

📈 Autonomous Multi-Agent Trading Ecosystem Sophisticated multi-agent environment integrating real-time market data analysis. MCP-standard deterministic execution pipeline for high-volatility financial use cases, with full observability and audit trails.

Multi-Agent MCP Real-Time Data Deterministic Execution Financial AI

🎮 Master Thesis: AI-Driven Game Design & MCP Integration Pioneering research synthesizing AI-generated assets via the Model Context Protocol (MCP) in real-time interactive environments — automating complex game logic and spatial intelligence workflows. Foundation for ongoing PhD research track.

MCP Game AI Spatial Intelligence Generative Assets Real-Time Interaction

profile:
  name: "Matthias Köhler"
  handle: "WizardofTryout"
  role: "Principal AI Architect & Managing Director"
  phd_eligible: true
  seeking_doctoral_program: true
  organization: "Oszillation AI Ecosystems"
  location: "Munich, Bavaria, Germany"
  contact_industry: "director@ai.oszillation.com"
  contact_academic: "mk@oszillation-media.com"
  linkedin: "https://linkedin.com/in/matthiaskoehler"
  orcid: "https://orcid.org/0009-0001-4159-0639"

education:
  - degree: "Master of Science (M.Sc.) in Project Studies"
    institution: "Triagon Academy (MFHEA / ACQUIN accredited)"
    thesis: "Game Audio Production - A Guide for Audio Producers"
    grade: "B+ (Very Good Quality)"
    ects: 180
    eqf_level: 7
    year: 2026
    doctoral_eligible: true

academic:
  phd_open: true
  research_collaboration: true
  formats:
    - "PhD programs (third cycle)"
    - "Joint research & publications"
    - "EU Horizon AI projects"
    - "Industry-academic knowledge transfer"
    - "Conference papers (NeurIPS, ICASSP, CHI, ACM CCS)"
  research_interests:
    - "Sovereign AI & EU AI Governance"
    - "Agentic Systems Theory & Multi-Agent Coordination"
    - "Immersive Audio & AI (Spatial Audio, AI-DSP)"
    - "Human-AI Interaction & Digital Humans"
    - "Spatial Intelligence & XR"
    - "AI Observability & Trustworthy AI"
    - "Graph-RAG & Hallucination Mitigation"
    - "MCP as Coordination Protocol Standard"

certifications:
  - "Dante Networked Audio Level 1 & 2"
  - "Audiokinetic Wwise Interactive Music (Game Audio)"
  - "HOFA Audio Engineering Professional Series (Acoustics, Game Audio, Mastering, Live Sound)"
  - "EU A1/A2/A3 Drone Pilot (Spatial Data Acquisition)"

expertise:
  ai_architecture:
    - "Sovereign Agentic Workflows"
    - "Agentic Workflow Automation (n8n, LangGraph)"
    - "No-Code / Low-Code AI Automation (n8n)"
    - "Model Context Protocol (MCP) Integration"
    - "Multi-Agent Systems (LangGraph, n8n)"
    - "Graph-RAG / FalkorDB Knowledge Graphs"
    - "Enterprise AI for Regulated Industries"
    - "GDPR-Compliant AI Infrastructure"
    - "EU Data Sovereignty"
    - "Zero-Trust Security Architecture"
    - "Air-Gapped AI Deployments"
    - "OpenTelemetry AI Observability"
    - "HashiCorp Vault Secrets Management"
    - "PII Redaction Pipelines"
  audio_engineering:
    - "Professional Game Audio Production (30+ years)"
    - "Dante Audio over IP Infrastructure (certified)"
    - "High-Fidelity Studio Production"
    - "AI-Enhanced DSP & Signal Processing"
    - "Audiokinetic Wwise Integration (certified)"
    - "Spatial Audio Design for Games & XR"
    - "Adaptive Audio Middleware"
    - "Real-Time Audio Networking"
    - "Latency-Critical System Design"

projects:
  open_source:
    - "Sovereign-MCP-Blueprints"
    - "FalkorDB-Claude-RAG-Architecture"
    - "AvatarLab-Sovereign-Agent-Swarm"
    - "The-Sovereign-Multimedia-Transformation-Hub"
    - "Sovereign-RLM-Consequence-Engine"
  lighthouse:
    - "Always-On Enterprise Memory v2 (Graph-RAG)"
    - "AvatarLab Sovereign AI Video Platform"
    - "rembr.space Multilingual Knowledge Engine"
    - "Autonomous Multi-Agent Trading Ecosystem"
    - "AI-Driven Game Design & MCP Integration (M.Sc. Thesis)"

websites:
  - "https://ai.oszillation.com"
  - "https://oszillation-studio.de"
  - "https://github.com/WizardofTryout"