MAR 2026 – JUL 2026
Analyst, Liquidity & Change Management
CIBC – Toronto, ON
Delivered business systems analysis, automated verification, data integration, and technology-risk work across Treasury and Global Operational Risk Management (GORM).
Independent thinking. Practical systems.Discuss an opportunity
Technology Risk & AI Governance Analyst | Cybersecurity & GRC
Technology risk and cybersecurity analyst with hands-on experience supporting secure AI solutions, IT controls, and governance frameworks. Backed by an Actuarial Science foundation and strong analytical skills.
Research × Risk × Software
Making emerging
technology accountable.
Technology risk and cybersecurity analyst with hands-on experience supporting secure AI solutions, IT controls, and governance frameworks. Backed by an Actuarial Science foundation and strong analytical skills.
Risk is not a checkbox at the end of a build. It is a design constraint from the first decision.
A working principle01
Research
Independent work · 2026 RESEARCH NOTE / SYSTEMS SECURITYRead the one-pager
Provable Structural Containment in Multi-Agent AI Systems
Multi-agent AI risk does not live in what any model decides. It lives in the permission structure connecting agents to one another and to privileged actions — and that structure is a graph, checkable before anything is deployed.
02
Featured projects
From thesis to working systemBuilt to test ideas against real constraints: privacy, reliability, and the people who have to use the result.
8 PROJECTS01
In Progress
Local-first, six-channel AI intelligence platform (AI policy, cybersecurity, job matching, financial markets, profession...
PDF ShowcaseOpen the Personal Intelligence OS showcase.
02
In Progress
Offline-first mobile study app for CompTIA Security+ (SY0-701) and ISC² CC, deployed to iOS and Android via Expo SDK 54...
03
Completed
Full-stack AI job application platform with an AI agent (Sparkie) automating job discovery across LinkedIn, Indeed, and...
04
Completed
AI-powered chatbot using the Claude API and RAG to query a custom knowledge base spanning cybersecurity, project managem...
05
Discontinued
Designed an enterprise risk and controls assessment model for CIBC Treasury and Global Operational Risk Management (GORM...
06
Completed
Developed SQL-based monitoring queries to identify anomalous authentication activity and analyzed user access patterns.
07
Completed
Reviewed and adjusted file/directory permissions to align with least-privilege standards and documented changes for audi...
08
Completed
Captured and analyzed network traffic using tcpdump and Wireshark to support incident investigation.
03
Experience
Selected roles · TorontoTranslating between technical implementation, operational risk, and the decisions that connect them.
OCT 2025 – JAN 2026
Agile Project Manager & Business/Systems Analyst
SkillHat AI Consultant Accelerator – Toronto, ON
Led Agile delivery of a full-stack product and translated business requirements into sprint plans, risk analysis, and documented controls.
MAR 2024 – PRESENT
AI Trainer
Outlier AI & Alignerr – Toronto, ON
Evaluate AI training data and model reasoning across mathematics-focused and general-reasoning tasks.
APR 2024 – JUL 2025
Black Student Success Advisor, LEAP
Algoma University – Brampton, ON
Designed workshops and information sessions for high school students from equity-deserving groups.
JUN 2025 – AUG 2025
EDI & Outreach Coordinator
Risk and Insurance Studies Centre (RISC) – Toronto, ON
Built community partnerships for youth risk education and literacy.
FEB 2023 – JUN 2023
Intern, HAIIvVE
Risk and Insurance Studies Centre (RISC) – Toronto, ON
Supported research into risk-management challenges in the insurance industry.
04
Areas of practice
Methods & tools01AI Governance & Responsible AI
LLM-enabled workflow design & risk assessmentModel risk | Human-in-the-loop controlsAI lifecycle governanceRAG system design, testing & validationAI infrastructure assessment (SharePoint, knowledge bases, vector retrieval)
02Technology Risk & Compliance
NIST CSF | SOC 1 & SOC 2GDPR | PIPEDA | AIDA | EU AI ActControl design & validationAudit readiness | Risk scoring & assessment frameworksPrivacy Impact Assessments (PIA) | Privacy-by-Design
03Data Governance & Privacy
Data classification | Data minimization | Access controlsLogging & monitoring | Third-party risk managementData ownership & lifecycle management frameworks
04Applied Security & Analytics
SQL-based monitoring | Linux system controlsNetwork traffic analysis (tcpdump, Wireshark)Risk-driven data analysis | Actuarial foundations
05Delivery & Tooling
Jira | Confluence | GitHub | SharePointPython | SQL | SQLite | Linux | ExcelFastAPI | Recharts | Telegram Bot API | TailscaleReact Native (Expo) | AsyncStorage | Fuse.js | EASChatGPT | Claude | Gemini | n8n | Replit | LovableRAG pipelines | Agile delivery | Stakeholder communication
05
Background
Education & credentials EDUCATION
Bachelor of Arts (B.A.) in Actuarial Science
York University2019 - 2023
Foundation in risk assessment, statistical modeling, and financial analysis. Key Coursework: Probability Theory, Mathematical Statistics, Regression Analysis, Time Series Analysis, Financial Mathematics, Ruin & Credibility Theory (Loss Models), Statistical Computing (R, Excel, Python)
CERTIFICATIONS 23 listed
Core credentials04
CompTIA Security+ CertificationCompTIA · OtherIn-progress
Certified in Cybersecurity (CC)(ISC)2 · Other2025AI ConsultantSkillHat · Other2025Artificial Intelligence Governance Professional (AIGP)IAPP · OtherIn-progress
Coursera certificates06
Google Project Management: Professional CertificateGoogle · Coursera2024Google Cybersecurity CertificateGoogle · Coursera2024
IBM Data ScienceIBM · CourseraIn-progress
Google Project Management ProfessionalGoogle · CourseraFeb 2024Google Cybersecurity ProfessionalGoogle · CourseraMar 2024IAPP AIGP Complete Training – AI Governance MasteryPackt · CourseraJul 2026DataCamp coursework13
Data Manipulation in SQLDataCamp · DataCampApr 2025Functions for Manipulating Data in PostgreSQLDataCamp · DataCampMay 2025Intermediate PythonDataCamp · DataCampMar 2025Intermediate RDataCamp · DataCampApr 2025Intermediate SQLDataCamp · DataCampApr 2025Introduction to ChatGPTDataCamp · DataCampApr 2025Introduction to ExcelDataCamp · DataCampApr 2025Introduction to PythonDataCamp · DataCampMar 2025Introduction to RDataCamp · DataCampApr 2025Joining Data in SQLDataCamp · DataCampApr 2025PostgreSQL Summary Stats and Window FunctionsDataCamp · DataCampMay 2025Understanding Data ScienceDataCamp · DataCampMar 2025Understanding Prompt EngineeringDataCamp · DataCampApr 2025