Ember Venture Group Pte. Ltd. · Anominal AI
Co-lead company strategy, product and technical delivery as principal engineer and technical founder of Anominal AI, a full-lifecycle sovereign time-series platform.
- Designed and procured the colocated CPU+GPU hardware that runs all Anominal data, compute and models, and operate it 24/7; cloud use is limited to the customer-facing web tier and container registry.
- Built the platform core: streaming ingestion, data-quality gating with repair audits, a calendar-aware multi-resolution time engine, feature and regime layers, model training and selection, serving, alerts and an immutable decision record.
- Engineered a DuckDB + Parquet data layer and event-driven message bus for high-volume cleansing, training and forecasting on commodity hardware and open-source software.
- Developed model-agnostic training and serving: classical statistical, deep learning and pretrained foundation models behind one interface, with walk-forward evaluation and acceptance gates.
- Automated every release through a test-driven GitOps pipeline that deploys to owned hardware with zero manual steps.
- Co-lead product strategy, customer development and commercial planning.