Manikandan Jayaprakash

ScopeGuard is a governance layer for AI‑generated code. AI assistants often expand logic, rewrite functions, or modify unrelated files. ScopeGuard analyzes diffs and detects scope expansion, structural drift, propagation drift, signature changes, and dependency drift — with severity scoring and explainable decisions.

CrowdSynthetic is an open‑source AI crowd safety simulator that predicts congestion before it becomes dangerous. It visualizes movement, generates real‑time heatmaps, scores zone‑level risk, and triggers automated evacuation logic. Built for concerts, festivals, temples, and stadiums, it helps organizers understand crowd behavior and prevent disasters through simulation and analytics.