Lead ML Engineer · Cognitive AI

I translate research into production‑grade AI systems. Explainable. Human‑Centered. Scalable.

XAI NLP Audit (State Audit Authority) Real‑time Computer Vision (InFrame) Business Modelling (eGov Campus)
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Portrait of Bastian Mannerow

Modeling & XAI

Model complex use cases, combine LLMs with knowledge graphs/rules for traceability, validate via simulation and field tests.

Team Lead

Define architecture and roadmap, clarify ownership, foster review culture. Move from prototype to stable service (APIs, tests, CI/CD).

Research Focus

Cognitive multi‑agent systems with human‑in‑the‑loop: intention inference, cooperation/competition, decisions under uncertainty and time pressure. Goal: adaptive, explainable agents.

Tech Stack

  • Python
  • PyTorch
  • Transformers
  • NLP
  • Computer Vision
  • XAI
  • scikit-learn
  • FastAPI
  • Docker
  • Git
  • CI/CD
  • SQL
  • Pandas
  • Multi‑Agent Systems
XAI Audit

XAI Audit

Converted statutory text into a knowledge graph to make decisions reviewable and explainable.

PyTorch · scikit‑learn · spaCy
Teaching

AI Teaching

Human‑Machine Intelligence, Constructive Cognitive Science.

Python · Modelling · ACT‑R
Anomaly visualization

Auditable Anomaly App

Shiny dashboard with context, checks, and audit trail.

R · Shiny · JS
AI learning courses

AI Learning Courses

Formalization, decisions, forecasting for product teams.

ML · BPM · Systems modelling
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