Continuous Monitoring & Audit Trails

The Silent Crisis of Advanced Metering Infrastructure

A single failed firmware update knocked 73,000 smart meters offline. Memphis faces a $9M repair bill. Meters marketed with 20-year lifespans are failing system-wide across global deployments.

The Authorized Signatory Problem

Chatbots sold a $76K Tahoe for $1 and hallucinated refund policies. Enterprises face 100% liability for AI misrepresentations per Moffatt ruling.

The Deep AI Mandate

Automated tenant screening that relies on credit scores as 'neutral' predictors systematically excludes Black and Hispanic voucher holders, creating algorithmic redlining.

The Immunity Architecture: Engineering Knowledge-Gapped AI for Structural Biosecurity

RLHF creates brittle masks stripped for $300. Veriprajna pioneers Knowledge-Gapped AI: machine unlearning excises bioweapon capabilities at weight level. Models are functionally infants regarding threats while experts in cures.

Algorithmic Equity in Clinical AI

From biased pulse oximeters to the failed Epic Sepsis Model, clinical AI inherits and amplifies systemic racial disparities, creating lethal feedback loops.

The Physics of Verification: Beyond the LLM Wrapper

Digital health drowns in unverifiable self-reported data. Temporal Convolutional Networks verify human movement physics achieving 99% counting accuracy, enabling auditable Proof of Physical Work via signal processing.

The Cognitive Enterprise: From Stochastic Probability to Neuro-Symbolic Truth

LLMs hallucinate arithmetic, validating 3,750×7=21,690 as correct. Neuro-Symbolic Architecture uses Program-Aided Language Models achieving 99% accuracy via deterministic symbolic solvers.

The Sovereignty of Software Integrity

The CrowdStrike outage exposed how kernel-level updates deployed without formal verification can cascade into billion-dollar enterprise failures.

The AI Supply Chain Integrity Imperative

100+ weaponized models found on Hugging Face with hidden backdoors for arbitrary code execution. 83% of organizations have zero automated AI security controls while 90% of AI usage is Shadow AI.

The Glass Box Paradigm: Engineering Fairness, Explainability, and Precision in Enterprise Recruitment with Knowledge Graphs

Amazon's AI discriminated against women for 3+ years. Glass Box Knowledge Graphs separate demographics from decisions, ensuring compliance and eliminating bias structurally.

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.

The Millisecond Imperative: Why Cloud-Based AI Fails at High-Speed Material Recovery

500ms cloud latency creates 3m blind displacement at 6m/s belt speed. Veriprajna's FPGA dataflow architecture achieves under 2ms deterministic latency with INT8/INT4 quantization, enabling 300% throughput gains and sub-millimeter ejection precision with zero jitter.

The Stochastic Parrot vs. The Statutory Code

Major LLMs hallucinate tax advice, citing non-existent statutes. AI trained on misinformation, not IRC code creates compliance risk.