Employers & Work Experience
Computer Science Projects
NAOMI PROJECT
Neural Analysis Of Micro-Intent — real-time micro-expressions → inferred intent.
STELLARIS — OSINT NLP & Knowledge Graphs
Stream → extract entities/relations → visualize as interactive knowledge graphs.
COSMOS — Cyber Threat Intelligence Dashboard
Unifies feeds, DW intel, CVEs, and incident workflows into one pane.
ECHO — Encrypted/Noisy Audio Intelligence
ASR + keyword heatmaps + stress/tone in noisy or degraded audio.
VAULT — Encrypted File & Folder Manager
Client-side AES-GCM, sharing & versioning with full audit trails.
NOTES — End-to-End Encrypted Notes
Zero-knowledge notes with offline-first sync and rich editing.
4D — AI Visual Reconstruction from 2D
2D → 3D/4D via depth + temporal layering; VR/AR-ready exports.
Portfolio & Research Hub (this site)
Unified hub for projects, essays, and the Midnight Bureau archive.
Research & Analysis Projects
Behavioral AI for Threat Detection
Temporal facial cues as probabilistic indicators of risk.
Open-Source Intelligence Methodologies
Provenance, verification, and fusion at OSINT scale.
Disinformation & Social Media Influence
Coordination patterns, amplifier nodes, and counter-measures.
Ethical AI Governance Models
Oversight, auditability, and deployment constraints for sensitive AI.
Facial Recognition & Privacy
Balancing capability with consent, minimization, and policy.
Cyber Threat Actor Profiling
Clustering adversary behavior by TTPs and infra reuse.
Analytical Writing & Publications
AI Ethics in National Security
Where mission requirements meet ethical constraints.
The Rise of Behavioral Surveillance
Behavioral sensing vs. civil liberties.
Open-Source Intelligence in Modern Conflict
How OSINT changes tempo, attribution, and narrative.
Digital Disinformation: Challenges & Solutions
Detection to inoculation — a practical playbook.
Future of Autonomous Systems in Warfare
Doctrine, risk, and guardrails for autonomy.
Current & In-Progress Work
Midnight Bureau Blog Expansion
Better discovery, smoother reading, richer archives.
Real-time Facial Recognition Prototype
End-to-end live identity experiments with policy gates.
OSINT Data Aggregation Pipeline
Scalable ingestion with provenance and PII safety.
Education & Certifications
B.S. Computer Science
CSU Sacramento — AI, cybersecurity, software engineering.
Certified Ethical Hacker (CEH)
EC-Council CEH (2024).
AI Ethics Workshop (MIT Professional Education)
Responsible AI development workshop.
OSINT Fundamentals (SANS Institute)
Foundations of open-source intelligence.
Featured / Spotlight Projects
NAOMI — Micro-Expression & Intent Analysis
Spotlight on NAOMI's temporal engine and overlays.
STELLARIS — OSINT NLP Engine
Spotlight on STELLARIS graphs & entity resolution.
COSMOS — Cyber Threat Dashboard
Spotlight on COSMOS workflows & analytics.
Skills & Technologies
Speaking & Media
Webinar: Ethics in AI Surveillance
Live webinar on surveillance ethics.
Podcast: Open-Source Intelligence
Conversation on scaling OSINT tooling.
Collaborations
C-R-US — Dental Clinic Management System (CSC 131, Spring 2025)
Team DCMS: records, appointments, histories, performance analytics.