Applied AI Research

Advancing multimodal reasoning, clinical modeling, critical infrastructure intelligence, and identity resilience through scientifically rigorous engineering.

High-Dimensional Health & Multimodal Clinical Modeling

Our team engineered multimodal modeling frameworks used by a top global clinical research institution. These architectures integrate genomic-scale embeddings, biological signals, clinical context, and longitudinal data into unified risk inference systems built for translational science.

Features include:
• stability under drift
• robust uncertainty quantification
• cross-cohort generalization
• reproducible scientific workflows

Enterprise ML Pipelines for National-Scale Operations

We design Databricks-native ML systems for a Fortune 100 government analytics contractor, supporting nationwide regulatory and operational programs with large-scale model pipelines, schema intelligence, statistical validation, and governance.

Capabilities:
• multi-stage feature engineering
• automated schema intelligence
• audit and compliance trails
• real-time drift & anomaly intelligence

Infrastructure Optimization & Predictive Resource Systems

Artificia AI developed forecasting and resource optimization models for a major U.S. utilities provider. Models combine consumption forecasting, reliability modeling, environmental risk, and supply-chain variance to power high-stakes infrastructure decisions.

Behavioral Fingerprinting & Zero-Day Detection Engines

Our next-generation behavioral engine detects:
• synthetic identity patterns
• automated evasion systems
• zero-day behavioral anomalies
• long-horizon identity drift

Powered by:
• high-resolution behavioral embeddings
• adversarial vector modeling
• probabilistic anomaly fields
• cross-context signature fusion

Next-Generation Multimodal Reasoning

Our reasoning systems unify structured data, documents, telemetry, sensor traces, audio, and temporal inference into a single multimodal reasoning engine with:
• cross-domain understanding
• autonomous workflow navigation
• counterfactual consistency checking
• rigorous uncertainty quantification