# Case Studies - Helionox GmbH

Here is a list of our case studies:

- [Benchmark Index Control Suite & Reset Risk Dashboard](https://helionox.eu/case-studies/benchmark-control-suite)
  A governance and compliance platform, born out of the 2014 LIBOR scandal, to mitigate and manage the operational risk of collusion in rate markets.
- [Fundamental Review of the Trading Book](https://helionox.eu/case-studies/frtb)
  FRTB Internal Model Approach (IMA) implementation and risk factor modeling case study.
- [Neural Networks for Detection of Last-Mile Warehouse Properties from Satallite Data](https://helionox.eu/case-studies/satellite_warehouse_detection)
  Using YOLO and SAM2 to automate detection and segmentation of last-mile logistics warehouses from satellite imagery.
- [Laboratory Software for Ultra Fast Spectroscopy](https://helionox.eu/case-studies/lab_software)
  Refactoring a Laboratory Software for 2DIR Spectroscopy to Python
- [Distributed Infrastructure Security: A Zero Trust & NIS2 Compliance Blueprint](https://helionox.eu/case-studies/zero-trust-architecture)
  Implementing an identity-centric OpenZiti overlay and multi-site Proxmox HA cluster to exceed EU NIS2 requirements for network resilience and risk management.
- [Reinforcement Learning for Dynamic Wealth Optimization and Asset-Liability Management](https://helionox.eu/case-studies/reinforcement_learning)
  Using continuous-action TD3 reinforcement learning agents to evaluate optimal lifetime investment and consumption paths under stochastic lifecycle constraints.
- [Yield Curve Modeling with CIR & Kalman Filters](https://helionox.eu/case-studies/cir-kalman)
  Implementation of multi-factor Cox-Ingersoll-Ross (CIR) models using adaptive Kalman filtering for interest rate forecasting.