Fintech / Credit risk2026Causal Auditing of RL Loan Pricing Policies Using Process MiningA causally-audited reinforcement-learning pipeline for loan/insurance offer optimization, built on real BPI Challenge 2017 event data.Offers in demand model42,821Events / applications193,849 / 31,509PM4pyEconMLApache BeamKubernetesKubeflowProcess miningCausal inferenceView case study
AI platform / Infrastructure2026LLM Fine-Tuning, Compiling and Serving Optimization BenchmarksQwen2.5-3B-Instruct benchmarked end to end , distributed DPO training, hand-written CUDA kernels, a three-way inference-engine comparison, Triton serving and Kubernetes autoscaling.Fused CUDA kernel speedup2.43xThroughput gap vs. ONNX Runtime GenAI7.2xDPORLHFLoRARayHorovodCUDA C++ONNX RuntimeView case study
Automotive / Supply chain quality2025Semantic Anomaly Detection & Classification for Supply Chain OperationsA hybrid deep-learning and classic-ML anomaly detection platform that flags supply-chain irregularities and recommends classification.Projected annual savings€1.6M+Model families combined4Anomaly detectionVariational autoencoderVAEClusteringXGBoostQDAWeakly supervised learningView case study