AI Systems Engineer & Data/AI Leader
Senior Software Engineer, Red Hat, Office of the CTO
I design deterministic, auditable boundaries around probabilistic AI systems.
🛡️ AegisLM
Local-first, multi-tenant LLM benchmarking and governance platform.
PostgreSQL RLS · Redis · paired bootstrap / sign tests · tamper-evident evidence · deterministic promotion policies · production-assurance CI
📐 TER
Token-efficiency analysis for coding agents: waste detection, real-time monitoring, cost-weighted scoring.
Reproducible coding-agent benchmark infrastructure for SWE-bench and Terminal-Bench using Harbor, OpenShift, vLLM, and MinIO.
Open-source seismological processing toolkit for automated waveform download, Receiver Function analysis, SKS shear-wave splitting, H-K stacking, and cartographic output.
ObsPy · FDSN · HDF5 · YAML-driven workflows · reproducible geophysical processing · international research use
Red Hat ET / Hugging Face. Contributed cost-vs-performance charts, shared visualisation controls, and Gradio/Plotly integration.
- LLMs propose; validation layers decide
- Hard failure on invariant violation beats silent corruption
- Every run should be replayable, auditable, and evidence-driven
- An AI system may not harm production, or through lack of validation allow production to come to harm.
AI/LLM: Python · PyTorch · Ollama · FastAPI · Pydantic · SentenceTransformers
Platform: Docker · Kubernetes · OpenShift · PostgreSQL · Redis · MinIO
Data: GCP · BigQuery · Vertex AI · dbt · Airflow
CV/Spatial: OpenCV · Open3D · Grounding DINO · SAM · LiDAR
Quality: pytest · Ruff · mypy · CodeQL · GitHub Actions
10+ years leading Data, AI, and research teams across Europe and Asia.
Ph.D. in Geophysics · 20+ peer-reviewed publications · ~50 invited scientific talks.
Previously Head of Data & AI at Intellmaps, with earlier senior research roles across Taiwan and Czechia and a postdoctoral appointment at Academia Sinica.
LinkedIn · Google Scholar · GitHub
Open to collaborations on reproducible AI evaluation, deterministic LLM orchestration, and AI governance infrastructure.