Patent Portfolio
4 published patents in fraud detection, urban planning, retail intelligence, and presentation automation.
Velocity-Enhanced Clustering for Transactional Outlier Recognition
A patented real-time fraud detection engine that personalizes anomaly detection to each user's behavior profile using dynamic behavioral clustering, persona-specific anomaly models, and multi-layer streaming architecture with sub-50 ms scoring latency.
- Real-time transaction scoring with <50 ms latency using streaming pipeline
- Dynamic behavioral clustering using UMAP + HDBSCAN for user persona assignment
- Per-cluster Isolation Forest models with persona-specific fraud baselines
- Hybrid model architecture: XGBoost fallback for cold-start users
Generative Engine for Networked, Embedded, Spatial Infrastructure Synthesis
A patented rule-aware generative system that automates urban layout planning from site boundaries into code-compliant city layouts with integrated multi-domain proxy simulations for traffic, drainage, and wind analysis.
- Automated boundary-to-layout generation with multi-candidate output
- Regulation-by-design with fail-fast compliance engine enforcing NBC standards
- Integrated traffic proxy simulation with graph-based routing and LOS metrics
- D8 flow accumulation for drainage risk assessment
Omni-Retail-Intelligence & Ordering-Network
A patented integrated AI-driven inventory management and demand forecasting platform creating a closed-loop intelligence network between household consumption and retail stock management with cultural-aware forecasting.
- Bidirectional consumer-retailer intelligence loop architecture
- Recipe-based household consumption modeling driving retail demand signals
- Cultural-aware forecasting with festival peak seasonality markers
- Customer persona segmentation for targeted merchandising
Context-Aware Adaptive Presentation Automation System and Method with Semantic Navigation and Dynamic Question/Text Annotation
A patented system and method for context-aware adaptive presentation automation incorporating semantic navigation and dynamic question/text annotation, enabling presentations to intelligently adapt based on real-time semantic understanding.
- Non-linear semantic navigation based on query meaning, not slide indices
- Real-time question/text annotation with semantic content mapping
- Context-aware adaptation of content order, depth, and emphasis
- Adaptive content delivery based on cumulative session semantic state