Model Development & Fine-Tuning

The Computational Imperative: Deep AI, Graph Reinforcement Learning, and the Architecture of Antifragile Logistics

Southwest's 16,900 flight cancellations cost $1.2B over 7 days. Legacy solvers hit computational cliff. Graph Reinforcement Learning achieves 66% cancellation reduction via topology-aware optimization.

Beyond API Wrappers in Voice AI

Drive-thru voice AI systems with 14% failure rates cut off customers mid-sentence and exclude 80+ million people who stutter — optimizing for upsell metrics while ignoring the human toll.

The Wrapper Era is Over: Structural AI Safety Through Latent Space Governance

Drug discovery AI generated 40,000 chemical weapons in 6 hours by flipping reward function. Post-hoc filters fail. Veriprajna moves control from output filters to latent space geometry for structural safety.

Cognitive Armor: Engineering Robustness in the Age of Adversarial AI

$5 adversarial stickers defeat million-dollar AI systems with 99% success. Multi-Spectral Sensor Fusion combines RGB, Thermal, LiDAR, Radar reducing attack success below 1%.

The Unverified Signal: Latent Audio Watermarking in the Age of Generative Noise

$3B annual streaming fraud as AI-generated 'slop' floods royalty pools. Latent Audio Watermarking embeds imperceptible signals surviving Analog Gap achieving 99% detection rate via autocorrelation.

Seeing the Invisible: The Physics, Economics, and Intelligence of Black Plastic Recovery

NIR sensors cannot detect black plastics—carbon black absorbs radiation before polymer interaction. Veriprajna shifts to MWIR (2.7-5.3 µm) with cryogenic Specim FX50 sensor and 1D-CNN spectral processing, achieving 90%+ recovery rate with under 5ms latency.