Security Architect · AI Governance · Framework Creator
Designing the specification layer between human intent and AI-generated systems.
A complete specification and assurance framework for auditable AI-developed software: a formal Language Specification (v1.3.1 + Addendum A), 17 normative styles, Phase 0 problem definition, Technical Verification Gates (TVG), requirement-to-test traceability, four conformance levels, and tamper-evident evidence packages (HMAC-SHA256).
Specification-Induced Speculation — A formally defined failure mode in AI code generation, distinct from hallucination; describes the feedback loop by which accepted speculation degrades successive model generations.
Bounded Stochasticity Theorem — Relates deterministic specifications to the behavior of stochastic generators, establishing a mathematical foundation for SDPF's verification approach.
Weak Node Discovery — A protected-asset-first reverse-reachability method identifying underprotected trusted nodes whose compromise reaches crown-jewel assets.
Consequence-driven security architecture using a protected-asset-first reverse-reachability method. Identifies underprotected trusted nodes whose compromise can reach crown-jewel assets, enabling consequence-based monitoring and remediation prioritization.
Comprehensive threat detection and response system with network security modules, persistence and anti-forensics capabilities, and an adversarial-simulation framework for penetration testing.
Security verification and compliance framework with graph-based security-surface enumeration, invariant evaluation, evidence-ledger tracking, and contract-enforcement mechanisms. Includes SBOM and compliance documentation.
Authorized penetration-testing tooling for covert tunneling, USB initial-access and propagation simulation, and API-hooking / process-masquerade techniques with training and policy documentation.
Agent execution framework with state persistence, evidence collection, verification and test-vector generation, spec-to-code conversion, and CI/CD workflows for security agents.
Industrial controller security framework with sensor adapter, authentication gate, persistence manager, watchdog systems, and secured mission-loop execution for ICS/SCADA environments.
Compliance tracking system with FDA 21 CFR Part 11-compliant workflows and GxP-compliant data handling procedures for pharmaceutical clinical trials.
ProFold: bioinformatics security pipeline with hypothesis-testing and validation frameworks. CodeJuicer: document-processing and OCR pipeline with sandboxed execution for untrusted code and batch processing.