About the Institute

Applied AI research for messy operational systems.

Evening Star AI is Andrew Scott's independent research initiative for AI security, anomaly detection, vulnerability intelligence, software assurance, and decision support.

What Evening Star AI Does

Research, experimental systems, and public technical writing.

Evening Star AI studies the places where weak signals turn into real decisions: model behavior, adversarial inputs, vulnerability exposure, anomaly drift, workflow automation, and release risk.

The work includes technical papers, research notes, and experimental software. Publications explain the questions being studied, the proposed methods, and the limits of the available evidence.

Views expressed are the authors' own and do not represent any employer or affiliated organization. References to professional experience do not imply employer endorsement.

Operating Model

Research that has to work outside a demo.

Observe Context

Collect enough signal to understand the operating environment before forcing a conclusion.

Reveal Change

Expose what shifted, why it may matter, what evidence supports it, and where uncertainty remains.

Support Action

Turn model output into clear options, decision paths, and next steps a person can review.