Selected work · 2022—2026

Ideas into
working things.

Research, prototypes, and software built around real questions. Pick a project to explore the thinking, methods, and reported results behind it.

Causal Graph-Augmented Multimodal LLM

Causal discovery and multimodal learning for decision intelligence.

Anomaly detection across simulated wearable time-series data.

A three-stage Python and Selenium workflow built at All4e.

A Perceive–Plan–Act driving agent tested in simulation.

Comparative models with SHAP explanations and risk-profile clustering.

Parallel geospatial analysis of NASA FIRMS fire data.

An explainability-focused framework for software defect prediction.

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