dataset-governance

TruthLens is a multimodal browser plugin that detects misleading thumbnails, clickbait titles, and low-trust video patterns, then explains, filters, and helps report suspicious content using probabilistic scoring, user feedback, and adaptive AI.

Governed dataset lifecycle reference implementation for AI training systems, compatible with the Access-PoD governance framework and Q-Pathformer multi-state machine learning architecture.

NLP email classification with governed data ingestion, leakage-resistant evaluation, Gmail/.eml inference, and reproducible ML pipelines.

Benchmark lifecycle system that turns production failures, overrides, incidents, and edge cases into versioned golden evaluation datasets.

Interactive Gradio gateway for auditing and exploring the Parallel Quantum Instruction Dataset.

Structured Human Intelligence — longitudinal behavioral governance for AI systems.